Hugging Face's logo

Spaces:
Frorozcol
/
car_demage
Runtime error

App Files Community
frorozcol commited on
Commit
7a3a9cc
•
1 Parent(s): 41d0d98

First commited

Browse files
Files changed (11) hide show
  1. app.py +89 -0
  2. output/coco_instances_results.json +1 -0
  3. output/events.out.tfevents.1675864688.bec60f576c9d.148.0 +3 -0
  4. output/instances_predictions.pth +3 -0
  5. output/last_checkpoint +1 -0
  6. output/metrics.json +45 -0
  7. output/model_final.pth +3 -0
  8. src/__init__.py +1 -0
  9. src/__pycache__/__init__.cpython-310.pyc +0 -0
  10. src/__pycache__/model.cpython-310.pyc +0 -0
  11. src/model.py +58 -0
app.py ADDED
@@ -0,0 +1,89 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import streamlit as st
2
+ from PIL import Image
3
+ import numpy as np
4
+
5
+ # Ownwe libraries
6
+ from src import predict_image
7
+
8
+
9
+ URL_IMAGE_1 = "https://github.com/frorozcol-UN/Detectron2_Tutorial/blob/main/Data/raw/24e5dcbc-7afd-4345-b6da-4bffe79e4415.jpeg?raw=true"
10
+ URL_IMAGE_2 = "https://github.com/frorozcol-UN/Detectron2_Tutorial/blob/main/Data/predict/f94394ec-ccd2-497b-9c7e-b22e7df9f54c.jpeg?raw=true"
11
+
12
+ def header():
13
+ """
14
+ Esta función es para el header de la página
15
+ """
16
+ st.header("Este es un detector de daños en vehículos")
17
+ st.markdown("Este sistema es creado por frorozcol más información en: [Dectectron2_Tutorial](https://github.com/frorozcol-UN/Detectron2_Tutorial)")
18
+
19
+ def info():
20
+ st.write("""
21
+ Detectron2 es un Framework de detección de objetos de vanguardia
22
+ desarrollado por Facebook AI Research. Está construido sobre PyTorch,
23
+ lo que permite a los desarrolladores usar su poder y flexibilidad
24
+ para entrenar rápidamente y fácilmente modelos de detección de objetos.
25
+
26
+ Una de las características clave de Detectron2 es su implementación de Mask R-CNN,
27
+ un modelo de detección de objetos que también puede hacer segmentación de máscaras
28
+ para cada objeto detectado en una imagen. Esto es útil en una variedad de aplicaciones,
29
+ como la manipulación de imágenes y la visualización de datos en 3D.
30
+
31
+ En resumen, Detectron2 es un marco poderoso y fácil de usar para la detección de objetos
32
+ que proporciona una amplia variedad de modelos y herramientas para ayudar a los desarrolladores
33
+ a entrenar y mejorar sus modelos de detección de objetos.""")
34
+
35
+
36
+ def shows_image(img1, img2):
37
+ col1, col2 = st.columns(2)
38
+ with col1:
39
+ st.write("Imagen original")
40
+ st.image(img1, width=400)
41
+ with col2:
42
+ st.write("Imagen con daños detectados")
43
+ st.image(img2, width=400)
44
+
45
+ def demonstrates_images():
46
+ """
47
+ Esta función es para mostrar las imágenes y de la pagina
48
+ es la segunda sección de la página
49
+ """
50
+ st.header("Demostración del programa")
51
+ st.write("En esta sección se muestran las imágenes de entrada y salida del programa")
52
+ shows_image(URL_IMAGE_1, URL_IMAGE_2)
53
+
54
+
55
+ def uploads_image():
56
+ """
57
+ This function is for the inputs of the model, return the image or return None if the image is not uploaded
58
+ """
59
+ img_upload = st.file_uploader("Subir imagen", type=["jpg", "png", "jpeg"])
60
+ if img_upload is not None:
61
+ img = Image.open(img_upload)
62
+ return img
63
+ return None
64
+
65
+ def shows_results(values, image):
66
+ shows_image(image, values["image"])
67
+ st.write("Estas son las áreas de daños detectados: ")
68
+ st.write("El area se mide en pixeles cuadrados, por lo que para obtener el area en metros cuadrados se debe, hacer una regla de 3 con el tamaño de la imagen en metros cuadrados")
69
+ for idx, data in enumerate(zip(values["masks"],values["areas"])):
70
+ st.write("Daño id", idx)
71
+ st.write(f"Área: {data[1]} px^2")
72
+ img_binary = Image.fromarray((data[0]* 255).astype(np.uint8), 'L')
73
+ st.image(img_binary)
74
+
75
+
76
+ def main():
77
+ header()
78
+ info()
79
+ demonstrates_images()
80
+ image = uploads_image()
81
+
82
+ if image is not None:
83
+ values = predict_image(image)
84
+ shows_results(values, image)
85
+
86
+
87
+
88
+ if __name__ == "__main__":
89
+ main()
output/coco_instances_results.json ADDED
@@ -0,0 +1 @@
 
 
1
+ [{"image_id": 0, "category_id": 1, "bbox": [367.0207214355469, 144.18515014648438, 175.44894409179688, 482.7340393066406], "score": 0.9866820573806763, "segmentation": {"size": [1024, 1024], "counts": "Y]d;g0[n0d1oNh0YOa0@>D;F;E;D<D;F9H7G:E;H9H8H7J5J7J7I6J6I7K4L5J6K7H7I6K6I5L4M2M4L3M3M3L4L4M4L3M3M4L4L4K4L5L3M4L2N3K5K4N3M3M3M2N3M3L4M3M2O1O2N1O1O1O2N1O1O2N1O1O1O1N3N1O1O1O100O1000000O2O000000000000000001O00000000001O00001O00001N10001O001N101O0O2O0O1O100N2N2O1N3N1N3N1N3N1N3M2O2M2O2M2O2M2O2M2N3M2N3M2M4M3M3M3L4M4K5K6J5L4K5L5I9F=Df0ZOc1\\N<E=Bf0YOe0XOg1XNU1jNn0mN]cT?"}}, {"image_id": 0, "category_id": 1, "bbox": [455.2640075683594, 727.3125610351562, 191.62210083007812, 98.13470458984375], "score": 0.2326497584581375, "segmentation": {"size": [1024, 1024], "counts": "nhX>`0Vn0JfRO=Vm0NRRO_ONl0om0o0000000000000001O00001O003M01O000000001O01O010O001O010O0001O0000001O01O00001O0001O000000000O1000000O1O100O1O100000000000000000000O1000000001O0000000000001O000000001O00O10000000000000000000000000000O10000O100O10000O100O1000000O100000000O100000000000000001O0O1000001N10000O101N10000O101N100O2O0O2O0O2O0O2O0O100O2N100O101N1O1O2N100O1O1O1O1N2O1O001O000N3N101O1O2M2N3L4L5JUXl;"}}, {"image_id": 0, "category_id": 1, "bbox": [390.2855529785156, 689.8817749023438, 20.72882080078125, 41.7445068359375], "score": 0.17116358876228333, "segmentation": {"size": [1024, 1024], "counts": "QfV<c0Zo06L2O1N2O0N2O1O0O2N1001O1O1O2M3L3L5L4M5KXZTc0"}}, {"image_id": 0, "category_id": 1, "bbox": [447.3751220703125, 703.4115600585938, 55.54998779296875, 108.2935791015625], "score": 0.158689484000206, "segmentation": {"size": [1024, 1024], "counts": "UfP>8`21^j02jSON`08bk0NdSO9?Mlk0c2O0O10000000001O01O00000000000000000000O100000O100000O10000000000O1000O2N1M4L4N2`N\\SOBel0:_SODfl0ROkROn0d0Nll0HXSO7Yn0O1O1O1O1O1\\OhPO64IWo0OiPO2_WZ`0"}}, {"image_id": 0, "category_id": 1, "bbox": [451.9220275878906, 764.311767578125, 22.7352294921875, 52.1968994140625], "score": 0.07632254809141159, "segmentation": {"size": [1024, 1024], "counts": "^hT>o0ln07I6M2O1O1O10000000000001O0000O10O2N1O3eN]QOT1ho0mNmVUa0"}}, {"image_id": 0, "category_id": 1, "bbox": [446.9039001464844, 695.4125366210938, 104.22738647460938, 120.02130126953125], "score": 0.052678778767585754, "segmentation": {"size": [1024, 1024], "counts": "UfP>9[22ej01fSOLb0=ak0IaSO<e0Mik0n0RTOVOkk0`20001N100000000000000O1001O0000O1000000000000O10000O1000O1000000000001O00000010O0001O2N`0@2N1cMVSOb1ml0ZNWSOc1em0N1O000000000000000000000000000000000000N2O1N200O1000000O1N2O100O100001oMUROk1km0TNXROj1Sn0L2N1O0000001O001OO100001O7HmWh>"}}, {"image_id": 1, "category_id": 1, "bbox": [599.3721923828125, 321.4791259765625, 204.6937255859375, 287.4927978515625], "score": 0.6196667551994324, "segmentation": {"size": [1024, 1024], "counts": "`Zob02mo04L3M4K4M2M4L3O1N101O1N3N1O1O2M2O1O1O1O1O1N4M2N3M2N1O6J5K1O2N2N3M000000001O000000001O00000000O1N3L3M3C=N2N2N2010O1O001O1O1O2gQOcNkm0m1L4K3N2N1O1O1O1O010O1O00101N2N1O2N1O1O2N100O10000O10OeSOTMbk0m2[TOUMfk0k2WTOXMhk0h2XTOXMhk0i2WTOWMik0l2TTOTMlk0n2RTORMnk0P3PTOPMQl0P3nSOQMQl0o2oSOQMQl0P3mSOQMSl0o2mSORMRl0n2nSOSMRl0m2mSOSMSl0m2lSOUMSl0k2mSOVMRl0j2nSOXMQl0g2oSOXMRl0h2oSOVMRl0j2oSOTMSl0k2mSOTMTl0l2mSORMTl0m2oSOPMSl0o2nSOoLSl0R3kSOoLVl0^30O1000O10O010O001O001O001O100001O2N001O0O2O2M4M4L:E4M2N5K1O1O000000O10O4M3M001O2N3M3M2N001O00000000001O1O3M4L4L3L4M00O1O100O100O1O101N100O2O1N2N1M4L5Kk0PO`0YOd0G8H8hNibm6"}}, {"image_id": 1, "category_id": 1, "bbox": [409.4114074707031, 339.638671875, 217.66201782226562, 344.90740966796875], "score": 0.3410322666168213, "segmentation": {"size": [1024, 1024], "counts": "j`j<d0Zn0k1QO>Cf0\\O6K4K5K4L4M3M3M2N1O001O2O00001N10O0000O010O101O1O0100N110O1000O2`NTLbVOU4Ti0a1E;K5N101O20002N2M6K4L2M2N2N2N2N3L5L2N3M2M2N3N2M3M3M3N1N3N1O2M2O1O1O1O2M2O1O1N3N1N2O1N2O1O001O1O1O1O2N1O0O2O1N101N101O001O00001O0O2O001O00O1000000000O01N2O1M3N2I7H8H8L4K5K5I7J6L4L4M3N2L4L4L4K5M3M3N2M4M2M3L4L5M2N2N2M3N2M3N2M3M4M2M4M2M=D7I5K4M3L2O1M3G:K4N2O1N2O1N2O1O1O1N2O1O1O1O1O1O100O1O100O1O001O1O001O100O1O1O1O1O1O1O1O2M2O2N1O2M3N3M3M3M4Ko0QO5J6K5K8Glb`<"}}, {"image_id": 1, "category_id": 1, "bbox": [525.489501953125, 321.2720642089844, 106.7861328125, 184.47451782226562], "score": 0.25610360503196716, "segmentation": {"size": [1024, 1024], "counts": "ZZ``03lo04L=C4L3`QO^O]m0d0_ROA^m0a0XROIgm08UROLjm05SRONkm0V1N2N4L4K4M2N2N>B1O1O1O2N2N4L4L3M3M3M5K5K5K2N3M2N3M3M4L4L4L5K5K1O1O1O001O0000O100000000O10000O100O100000000O1I7O2N101N1O3M2M3N2O1N2N2N2N2M200O2N1O2N2N2M3N1O2N2M3M3M4L3L4L5K4M3M4L4L3N5K9F?@d0WOjcW<"}}, {"image_id": 1, "category_id": 1, "bbox": [471.9922790527344, 321.72900390625, 322.3323669433594, 349.8382568359375], "score": 0.25418761372566223, "segmentation": {"size": [1024, 1024], "counts": "Xai>f1Rn0a0VOd0K4L4cJoLg]OR3Ub0SMi]On2Sb0WMk]Oj2Qb0[Mm]Of2oa0_Mo]Ob2Pb0`Mn]Oa2Pb0bMn]O`2oa0bMP^O_2oa0cMo]O_2na0cMQ^O_2ma0bMR^O_2la0cMS^O_2ka0bMT^O_2ja0cMT^O`2ja0aMU^O`2ia0bMV^O_2ia0bMV^O`2ga0bMW^O`2ha0bMV^O_2ia0bMV^O`2ga0bMW^O`2ha0aMW^Oa2ga0`MX^Oa2fa0aMY^O_2ga0cMW^O^2ha0cMW^O]2ia0dMU^O]2ka0eMS^O[2ma0gMQ^OY2oa0iMo]OW2Qb0kMm]OU2Rb0mMm]OT2Rb0mMm]OS2Sb0nMl]OR2Tb0oMk]OQ2Ub0oMk]OP2Vb0QNi]On1Xb0SNg]Ok1[b0UNf]Oi1Zb0ZNd]Oe1]b0\\Nb]Oc1_b0]Na]Ob1`b0_N_]O`1bb0aN^]O]1cb0dN\\]O[1eb0eN[]O[1eb0fNZ]OX1hb0iNW]OU1jb0mNU]On0Pc0SOo\\Og0Wc0ZOh\\Oc0[c0^Od\\O?_c0C_\\O9ec0IY\\O4jc0MV\\OOmc03Q\\OIRd0:l[ODVd0=i[O@Zd0b0d[OXObd0j0UYOlL_1S2ce0U1gXOlLf1i1he0_1ZXOmLm1^1ne0Y2QZO\\MZf0e2fYOTM`f0m2_YOPMdf0R3ZYOYLTNOeh0i3VYOVL\\NJ_h0R4UYORL^g0P4`XOnKbg0X4YXOeKig0d4oWOYKSh0i4a12N1O2N1O2M2O1O2N1O2N2N2N2N1O1O1O1O1O1O0000N2O1O1N2N2O1O1N2O1O100O1N2O1O1N2O1O1O1O1O2O0O1O1N2O1O1N2O1O1O1O101N1O1N2O1N3N1N2O1O1O2N1O1O1O2M2O1O1O1O2N1O1O1O2OO000001O001O1O1O001O100O100O1O10O01O1O1O1O1O1O11O001O001O001O001N101O0001O0000000O10000000000001O001O1N2O2N3M3M1O001O0001O00000010O000001O000O2N1M3J7K4O2O0O2O0O2O010O001O010O000010O010O2O0O10000O10000O10O0100000001O00000001O00000001O1N2O1O1aSOmLnk0T3gSOXMVl0[3O2N2N:F5K3M2N6J7H2O1O1O1N2O2M2O2N1N2O2O0O1O2N101M2O2N000O01O1O1O1O2N1O1O1O1O1O2K4L5G>`MfUO]NP^W7"}}, {"image_id": 1, "category_id": 1, "bbox": [745.78515625, 123.6444091796875, 74.12841796875, 120.55859375], "score": 0.08710314333438873, "segmentation": {"size": [1024, 1024], "counts": "YUZg0R1in0:F9I6K5J6K4M3L3M3N3L3N2N2N2N2N2N2N2N2O1N2N2O1N1O2N101N10000O1O1000000O1000000000000000O10000O1N2TOjSOlMXl0e1]TOjMnk0R2R1L4L4N3L4M3N2M3M3M3L4L4M3N2M3M3N2N3M2M3N4Jbk\\6"}}, {"image_id": 2, "category_id": 1, "bbox": [195.2145233154297, 626.6083374023438, 336.04644775390625, 335.44091796875], "score": 0.7858652472496033, "segmentation": {"size": [1024, 1024], "counts": "ddm6:bo08K4L4gSOWOdM5gj0f0bWOYOaM6kj0d0`WOZO`M6nj0b0ZUOPOc1=nM5Tk0a0SUOVOf1k0Vi01lTO^Oi1d0Yi0f0dVO[O[i0f0cVO\\O[i0g0bVO\\O\\i0e0cVO]O[i0d0cVO^O\\i0c0cVO_O[i0b0cVOBZi0?eVOCZi0>cVOD\\i0=bVOD^i0?]VODbi0b0VVOAii0c0oUOBPj0h0cUO\\O]j0T3O1O1O1O2N001O1O1O010O1O1O1O1O001O1O1O1O1O001O001O1O001O001O1O1O1O1O1O2N1O2N1O1O1O2N1O1O1O1O001O001O001O001O001O1O1O1O1O1O1O2N1O2N1O1O1N3N1O1O1O1N2O1O1O1O1O1O2N1O2N2N3M2N3M2N1O2N1O1O1O1O1O1O1O2M2O1O1O1O1O2N1O2O0O2N2N1O1O1O2O0O1O00100O001O010O010O01O010O00001O001O001O001O001O000000000001O00000000000001O00001O00001O0000001O0000001O0000001O0000001O1O1O1O1O1O1O001O001O001O1O001O1O001O1O001O001O001O1O1O1O1O2N2N2N1O1O1O1O001O2N2N2N2N2N2N1O2N1O1O1O2N1O2N2N001O1N101O001O1O1O1O2N1O2N1O2N1O1O1N2O1O2M2O1N2N3N1M3L4L4L4L4I7H9I6H9]Ob0]Od0E;I6K6K5K7H7J6I6K6J5K6J5mNeQO4dUh?"}}, {"image_id": 2, "category_id": 1, "bbox": [199.4827423095703, 445.26898193359375, 232.3383331298828, 209.83258056640625], "score": 0.7528272271156311, "segmentation": {"size": [1024, 1024], "counts": "ibZ6`0[o0;F8G;C>@=E9I7K4L4M3L4K4L5K4N2M4N1O1N2N2N2N2N2N2O1O1O1O1O1N2O1O1O1O1O100O1O1O1O1O100O1O2O0O100O1O1O100O1O100O100O100O100O100O1O1O100O100O100O100O100O1O100O1O1O10O0100O100O1O1O100O1O100O01000O10O10O010O010O010O010O0100O10O01O1N2O010O1O1O1O001N2O1N2O001O1O1N2O0O2N2O1O001O1N101N2N2N2O001O1N2O1N3M2O1N2O0O2O1N2O1M3O0O2O1O1O001N1N3M2O2O001O1N1O2N2M3N2N2O10OO2O1N2N2M3O1N2O1O1N2O1M3N2N2N2O1O1O001N2N2N2N2O1O1O1N2O1N2N2O1N2O1O1O1O1N2O1O1N2O1O2M2M3M3N2N3M2M4L7GPbab0"}}, {"image_id": 2, "category_id": 1, "bbox": [209.7849884033203, 660.94921875, 258.1578369140625, 217.44073486328125], "score": 0.34700414538383484, "segmentation": {"size": [1024, 1024], "counts": "Uhg61jo08K5K6K5J5L4L3M4M2N101N2N3M2N2N101VMZNUWOh1ih0jNfVOX1Wi0mNdVOU1Zi0oNcVOR1[i0QOcVOQ1Zi0ROcVOP1\\i0RObVOo0\\i0TObVOn0[i0TOdVOm0[i0UOcVOm0[i0TOdVOn0Zi0SOeVOn0Zi0SOeVOo0Xi0TOfVOm0Yi0TOfVOm0Yi0TOfVOm0Yi0TOfVOm0Yi0TOeVOn0Zi0UOcVOk0]i0[O\\VOg0ci0_OUVOd0ji0EhUO`0Xj0e2O1N101O001O00001O00001O00001O001O001O1O001O00001O1O001O0010O01O00002N1O1O1O1O001O001O001O001O001O001O001N101O001O1O001O00001O0000000000010O0O100000000000000000000001O00000000000000001O001O001O001O00001O001O001O001O001O1O1O1O1O1O001O1O1O001O1O10O01O1O001O001O001O001O001N10001O00001N101O001O001O1N101O001O001O0O2O0O2O1O0O2O1O0O101O0O2O1O0O2O1O000O101O000O101O0O2O001N2O1N2O1O2M2O1O1]L^TOe2dk0XM^TOg2ek0VM]TOi2mk0lLUTOR3nk0kLSTOU3nk0jLSTOm1GTOYl0lNRTOn1FUOZl0lNPTOn1HTOgl0k0YSOTOhl0l0XSOSOil0n0USOROll0n0TSOQOnl0o0QSOPOPm0o11M3N3M3Lj0`N[X^a0"}}, {"image_id": 2, "category_id": 1, "bbox": [509.24310302734375, 780.2523803710938, 74.1375732421875, 161.1260986328125], "score": 0.3089459538459778, "segmentation": {"size": [1024, 1024], "counts": "Tln?W1dn06J5L5J5L4L4L4M3M3M3M3M3M3N2M3N2N2N2N2N2M3O1N2N2N2O1N2N2N2N2O1O0O2O1N2N101N1O100O1M3O1O001O101O01N102M2H9H7O1O1O1K5H8J6N2N201N2N2I7J8I7D<jNXROLmm0OWROITn00gWi="}}, {"image_id": 2, "category_id": 1, "bbox": [308.60504150390625, 738.3150634765625, 219.8670654296875, 243.81951904296875], "score": 0.2848621606826782, "segmentation": {"size": [1024, 1024], "counts": "\\ie98do0^1dN<D:H2M3N2N2M2O2N2M300O1N3M3M3N1N2N1O2N1O2N2N2N2N2N1O2O0O2N2N2N101N1O2N1O2N1O2N1O1O1O1O1O1O1O1O1O001O1O1O1O1O1O1O1N101N1O2O0WNSKVXOW5eg0oJUXOV5ig0mJSXOU5mg0kJSXOV5lg0iJVXOV5jg0jJVXOW5jg0gJXXOX5hg0hJYXOX5fg0hJ[XOW5eg0hJ\\XOY5dg0fJ^XOX5dg0fJ^XOX5cg0fJ`XOX5bg0fJ_XOY5bg0eJaXOY5Ui0OO00000001O01O0000001O01O00000001O000000001O0000000000000000000O1000000000000000000000000O100000000M3M3N2O100O10000O10O01O100O1O1O10O0100O1O1N2O1O1J6I7J6M4M2N2O1O2OO10000O1000000O2O001N10001N10001N1O1O1O2N1O100O2N2M7J8TJWVOR5`j0J>B4M3M1N3K5K5G8I8H8J6J7I7H7I8I6F:L4L3L5H7M3M4M2L5M3LUVb?"}}, {"image_id": 2, "category_id": 1, "bbox": [41.15251922607422, 190.59873962402344, 333.8068542480469, 242.50282287597656], "score": 0.28428998589515686, "segmentation": {"size": [1024, 1024], "counts": "h[f12ho0;G7K3M3M3M4K4L5L3L5L3L4L4K4N3N2N2N1N3N1N3L4L3M3N3M2O2N1N2O2M2M4L3M3M4M2M4M2O2N1N2O2N1O1N2O2M2O1N2O2N1O1O1N2O2M2O1M3N2N3L3N2O1N201N1O1O1O2N1N2O2M2N2N2O2N1O1N2O1N2O1O1N200O2N100O10000O2O00000O101O0O100000000O2O00000000000O101O00000000001O0000001O0000000000000000001O0000000000000001O000000000000000000000000001N1000000000000000000000000000000O100000O10000000O100000000000000O10001O000000000O101O00000O1000001O0O1000000O101O0O100O100O100O2O000O10000O100O10000O100O100O1O1O1O1O100O1O100O1O101N1O1O1O2M2O1O1O2N1O1O1O100N2O1O1N2N2O1O1N200O1O2N1N2N3M2N2M3N3M2N2O1O1O2N1O1N2N2M4M2M3O1N2O1O2N1O1O1N2M4L3M3M4M2O1N2O1O1O1N3M2M3M3M3N2N2O1O3M3M4J8G>[O_hYd0"}}, {"image_id": 2, "category_id": 1, "bbox": [307.47882080078125, 820.1033935546875, 156.29928588867188, 64.408447265625], "score": 0.16891838610172272, "segmentation": {"size": [1024, 1024], "counts": "Rkf93ho06N2O1N101N2O0O2O0O2O000O101O00001N10001O00001O0O10000000000000000000000O2O000000O1000000000000000000000000000O100000O100000O10000000000O100000000O0100000O10O1000O100000O01000000O0100000O10000O01000O10O1000O1000O01000O010000O10O10O1000O10O100O01000O10O10O10O0100O10O010O10O10O10O10O100O010O100O1O1O1O1O2LXV`a0"}}, {"image_id": 2, "category_id": 1, "bbox": [49.8388671875, 111.08389282226562, 51.747467041015625, 49.68556213378906], "score": 0.08833736926317215, "segmentation": {"size": [1024, 1024], "counts": "UTb19ao0:J5K4L3N2N2N101N101N1O2O00001O0O100000000000000000000000000001O0000000O2N1N2O2L3K6M2M4L4K6KYlnl0"}}, {"image_id": 2, "category_id": 1, "bbox": [145.67071533203125, 9.535634994506836, 88.24617004394531, 154.06277465820312], "score": 0.07796797156333923, "segmentation": {"size": [1024, 1024], "counts": "kTi41no01O2iMOSTO2ZN1cm0L_TO0bk00WR10PPO1N2O1OO10O1O3K4J6ON10O103F9WQOSOYn0R1dQOQO2Mom0o0h0N2N12O0O2N1001OO101O001N1O2ClNjQOV1Vn0jNiQOX1Vn0hNjQOX1Vn0hNiQOY1Vn09O1O100001OO2O1N2O2OO01O1O7Ia0VROaMQm0i0nROQ1Qm0UNSSO:5]1Vm0YNTSOc1fm01;D5K0O2M7I102M4M3M3K4H`P3KkoLO`kih0"}}, {"image_id": 2, "category_id": 1, "bbox": [424.6705017089844, 477.9065246582031, 73.84716796875, 116.78561401367188], "score": 0.07531264424324036, "segmentation": {"size": [1024, 1024], "counts": "l`Z==Xo0d0B9I6I7K5J6K4L3M3M4L3M4M2M3N2N2N2M2O2N2N1O1O1O10001N100O100O10000000000000000001O000O2O00001O00000O2N1O2N2N1O2N2M2N4M2M3M3N2M4L4L3M4L4L4K7J6GQ`]`0"}}, {"image_id": 2, "category_id": 1, "bbox": [584.0038452148438, 595.8927001953125, 91.0631103515625, 39.88153076171875], "score": 0.06789332628250122, "segmentation": {"size": [1024, 1024], "counts": "Rckb01mo03N3N002N1O2N1O1O1O1O1O1O0000100O001O2N1O1O00000O1000000O100O1O1O10O10001O00001N101O0O2N2O1N3N1O3Hn\\b;"}}, {"image_id": 2, "category_id": 1, "bbox": [585.1439819335938, 582.0819091796875, 76.21868896484375, 80.20281982421875], "score": 0.055748991668224335, "segmentation": {"size": [1024, 1024], "counts": "Rcmb04ko03L4M3N1N2O1O1O1O1O2N2N2N1O2N2N2O0N101O001O1N1J6O110O01O1O0O2N100O2N2N2L4BRQOFPo0:<N2O1M3N4Kn\\f;"}}, {"image_id": 3, "category_id": 1, "bbox": [254.45452880859375, 505.33551025390625, 163.25912475585938, 85.4600830078125], "score": 0.8455950617790222, "segmentation": {"size": [1024, 1024], "counts": "o_o7b0[o06L3N1O2N2N3M2N1O1O1O2N2N100O1O2N2N2N100O1O2N2N1O100O1O2O1N1O100O100O010O00010O01O001O00010O00010O0010O00010O00010O01O00001O000O2N1HmQO_NXn0^16O1O2N101N101O001O0010O0001O1O001O000010O0000000001O000000000001O0000000O2O00000O2O0O2O000O2O0000001O0001O0O2O0O2O1M3M4K5K4L5L3N1N3N2N2N3Ll^gc0"}}, {"image_id": 3, "category_id": 1, "bbox": [332.2810974121094, 383.6885986328125, 284.2104797363281, 87.49835205078125], "score": 0.6609622836112976, "segmentation": {"size": [1024, 1024], "counts": "m\\`:1lo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do<"}}, {"image_id": 3, "category_id": 1, "bbox": [159.93841552734375, 226.35458374023438, 131.56686401367188, 217.926025390625], "score": 0.22050055861473083, "segmentation": {"size": [1024, 1024], "counts": "nWU5=`o07K3N4K6K4L3L3N3M3M2M3O1N3M4M1N2N2O1N2N101O1N3N001O1O1N2O0O2O1O2N2N1O001O1O1O1O011O0O001O0010000O001O2O0O010O1O0010O1O010O100O1O1O10000O101O000O010O2O00O1001N100O1O101N100O1O101N100N2O2M2N2O0O3M2N3M2N2O1N3M2N2N2N2N3M2N2N2N2N2N2N1O2N2N3M2N2M3N3M3L3Mabmf0"}}, {"image_id": 3, "category_id": 1, "bbox": [202.73594665527344, 447.8455810546875, 378.05780029296875, 153.45062255859375], "score": 0.18151864409446716, "segmentation": {"size": [1024, 1024], "counts": "i_X77ho01O2N2N2L4L4I7N2O1N2O1O1N2O1O1O1N2O001O100O2N2N2N3M2N1O2N00100O001O1O101N1O2N2O1N2N100O1O100O10000O2O1O0O2N2O0O010O1O010O001O01O01O00010O00001O00000000000000000000000000O100000000O10O1000O100O10000O100000O1000O1000000000O10O11N101N10001N101O0O2O001N110O01O100O100O1O10O0001O0001O00000000010O00000000001O000001O000000000000010O00000000000000000000001O000000000000000000000000000000000O011O0000000000000000000O2O0000O1000000O100000000O10000000O1000000000001O0O1000000000001O0O1`MgROY2Ym0eMjROZ2`m0N2N:F7H;F1N2O1N10000EYQO]Ogn0b0[QO\\Ofn0b0\\QO^Odn0b0]QO]Odn0b0\\QO^Odn0a0^QO]Ocn0c0]QO]Ocn0c0]QO]Ocn0c0^QO\\Obn0c0_QO]Oan0c0_QO\\Obn05SQO8[o0EhPO:Xo0EiPO;Wo0DkPO;]o0O2O0O2O0N2O2N1N]Pf00doYO101O0O2O0010M2OW^W?"}}, {"image_id": 3, "category_id": 1, "bbox": [151.2474365234375, 284.7273864746094, 436.9012451171875, 336.9224548339844], "score": 0.07081275433301926, "segmentation": {"size": [1024, 1024], "counts": "]_V73eo08N3O1N2O1O1N2O1O1N3N2N2N2M3N2N3M1O2M2O1O1O1O001O1O1N2O2N2N2N3M2N2N2N2N2N1N3N1O1O2N1O1O2N1O2N1O2N2N1O1O1O1O001O1O001O1O00100O1O1O1O001O1O0000001O0000000000000000010O00000000000000O10001O0000000000000000000000O100000000WNjLhVOV3Ui0oLiVOQ3Ti0TMiVOm2Ui0WMiVOi2Ui0[MiVOe2Vi0]MiVOc2Wi0_MgVOa2Xi0aMfVO`2Zi0bMdVO^2\\i0dMaVO^2^i0dM`VO\\2`i0fM]VO[2bi0iM[VOW2ei0kMXVOV2hi0lMUVOV2ji0lMSVOU2mi0mMnUOV2Rj0lMhUOX2Wj0i101O0000001O0001O0001O0000010O0000001O01O0001O0000001O000000001O0000000001O00000O2O00001N100SNQVOiMPj0U2SVOiMmi0V2VVOhMji0X2XVOeMii0Z2ZVOdMgi0[2ZVOcMfi0^2ZVObMfi0^2[VOaMei0_2[VOaMei0_2bVOYM_i0f2hVOTMXi0l2hVOTMXi0l2iVOSMWi0m2jVOQMWi0o2iVOQMWi0o2jVOPMVi0o2kVOPMVi0P3kVOoLUi0Q3kVOoLUi0Q3lVOnLTi0R3lVOmLUi0S3lVOlLUi0S3kVOlLVi0T3kVOjLVi0U3kVOjLWi0U3jVOjLVi0V3kVOhLWi0W3jVOgLWi0Y3jVOeLXi0Z3g101O00001TMaSOU2_l0hMjSOR2Wl0mMiSOS2Wl0mMiSOR2Xl0nMhSOR2Xl0mMjSOQ2Wl0oMiSOQ2Wl0oMiSOQ2Wl0oMiSOP2Xl0PNhSOP2Xl0PNhSOo1Yl0QNhSOn1Xl0RNhSOn1Wl0SNiSOl1Xl0TNhSOl1Xl0TNhSOj1Zl0VNgSOe1]l0[NcSOb1`l0^N_SO`1dl0aN[SO^1el0dNYSO]1gl0cNYSO]1gl0dNWSO\\1il0eNWSO[1il0eNWSO[1il0fNUSOZ1kl0gNQSO]1ol0dNmRO_1Rm0bNjROb1Vm0c010O1000O01000O100O10000O100O1YNiROe0Vm0ZOlROf0Tm0XOnROg0Sm0XOoROg0Qm0XOPSOg0Qm0[OmROe0Rm0^OlROb0Sm0AjRO?Wm0CgRO=Xm0V10O010O010O010O0100O001000O10000O1eNgROOYm00jRONVm01mROLTm03nROLQm04RSOJnl05TSOIml07TSOHll07WSOGil09XSOEil0:[SOCdl0>]SOAbl0`0_SO_O`l0b0aSO\\O`l0d0aSO[O^l0g0bSOXO^l0h0dSOVO[l0k0gSOROZl0n0hSOPOXl0P1jSOnNVl0R1mSOkNSl0V1Z11000000O1000O1O1O100O1O100O100O10000O1000000O100000000O10001O00000O10000O100O001O100O1O1O1O1N2O001O1O1O3Jgci="}}, {"image_id": 3, "category_id": 1, "bbox": [242.279052734375, 474.6848449707031, 133.02609252929688, 152.81124877929688], "score": 0.053167905658483505, "segmentation": {"size": [1024, 1024], "counts": "h_l7<bo04M2N4L5K5K3N2M3N4L3M101O001N2O0O1O2N1O2N100O2N101N100O2O1N100O10000O100O01O010O1O01O01O0001O01O00010O001O010O001O01O01O10O0100N101N1O2N1L4M4M2O100O2O0O100O2O010O001O00010O000001O00000000000001O000010O01O001O001OO100O100O1O2N1O2M2N201O1O0O22L8E__Xd0"}}, {"image_id": 4, "category_id": 1, "bbox": [283.7640686035156, 167.2959747314453, 463.4561462402344, 192.23744201660156], "score": 0.9077484011650085, "segmentation": {"size": [1024, 1024], "counts": "aWR96`o0?J3M10O01O1O1O10O0100O100O100O00100O2O001N101O0O2O000O2O000O2O0O101O0O101O001O0O101O000000001O0O10000000000O2O000000000O10000000000O100000000000001O0bSOYNcj0g1]UO]N_j0c1`UO`N^j0`1bUOaN]j0_1cUObN\\j0^1dUObN[j0_1eUObNZj0_1eUOaN[j0_1dUOcN[j0]1eUOcN[j0]1fUO`N\\j0_1fUOYNaj0g1l1O100O01000O100O100O00100O1000O1000000O100000000O100000000O2O0000001N101O00001N10001O0O10001O0O100O100O10000O100O100O100O101N10000O100O100O2O0O100O1O10001N1000000O101O000O100000001N1000000O1lTOXMPi0h2PWOXMPi0h2PWOXMPi0i2oVOXMPi0h2oVOYMPi0h2PWOXMPi0h2PWOXMPi0h2PWOYMnh0h2RWOXMnh0h2QWOYMoh0g2QWOYMoh0g2QWOZMmh0h2RWOXMnh0h2RWOXMnh0h2QWOYMoh0g2QWOYMoh0g2QWOZMmh0g2SWOYMmh0g2SWOYMmh0h2QWOYMoh0g2QWOZMnh0f2RWOZMnh0f2QWO[Moh0f2PWO[Moh0e2QWO[Mnh0f2QWO[Moh0e2QWO\\Mnh0e2PWO]Moh0c2PWO_Moh0a2PWOaMoh0`2nVOcMQi0]2nVOdMRi0]2lVOeMSi0[2lVOgMRi0Z2nVOfMRi0[2mVOeMSi0[2lVOfMTi0Z2lVOfMTi0[2kVOeMUi0[2kVOeMUi0[2jVOfMVi0[2iVOeMWi0\\2gVOeMXi0\\2hVOdMXi0]2fVOdMZi0^2dVObM\\i0`2hUOiL9g0Pj0b2bUOmL9c0Uj0T3dUOPM[j0[4000000000001O000O1000001O0000000000000000000O1000001O000000000000000000001O00001O0000001O00001O0001O0001O000000001O00000000000001O0000000001O000001O0000000000000000001O000000000001O000000000000000000000000000000000000000000000001O00000000000000000000000000000000000000000O1000000000000000000O1000000000000O100O1O1O1O1O1O1N2I7aNdUOZLM4L0gj0\\3a1L4L4M3M3N2M3M3N2M3M3M3M3N2M3N2N2N2N2O1O100O1O1O101M2O1N2M3O1N2O1O1O1O1N3N1O1O1O2N1O1O2N2O0O2N2N1N3M2N3M3N2M5KVjj8"}}, {"image_id": 4, "category_id": 1, "bbox": [42.51285171508789, 322.92254638671875, 787.26708984375, 297.43695068359375], "score": 0.8670544624328613, "segmentation": {"size": [1024, 1024], "counts": "k]`1>`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"}}, {"image_id": 4, "category_id": 1, "bbox": [502.72515869140625, 370.0880432128906, 307.0447998046875, 176.19888305664062], "score": 0.4547486901283264, "segmentation": {"size": [1024, 1024], "counts": "[_g`0f0Qo0<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?CRdf6"}}, {"image_id": 4, "category_id": 1, "bbox": [49.60402297973633, 384.5355529785156, 476.4382019042969, 136.45950317382812], "score": 0.3540628254413605, "segmentation": {"size": [1024, 1024], "counts": "i]b1`0Zo0=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M2M4M1O101N1O1O2O0N2O2N1N201N1N2O2G9^Ob0N1O101O000O2O0H^PO2bo0M`PO2`o0MaPO2ho0O1O1OnaRb0"}}, {"image_id": 4, "category_id": 1, "bbox": [81.54621124267578, 127.31703186035156, 719.9169311523438, 450.04248046875], "score": 0.2575645446777344, "segmentation": {"size": [1024, 1024], "counts": "X^b2U1dn0b0_O9I6K5K5K5L3M3L4I8I6I6M4L4M3L5L3N2O1O2N1O2N2N2N2M2O2N2N1O1O2N1O2N1O1N2O1O001N2O0O2O001N2O001N2O1O0O2O1O1O1N101O1N101O001O0O10001O00000O1000000000000O1000001O000O100000000O100000000O1000000O100000000O1000000O2O0000000O100000000000000000000000000001O0000000000000000001O0000000000001O00000O2O0000001O00001O0000001O0000000O2O0000001O00000000000000O10000000000000O1000000000000000000000000000O1kKSJW^On5ga0VJV^Oj5ia0ZJT^Of5ka0]JS^Oc5la0`JR^O`5ma0bJR^O^5la0fJQ^O[5na0gJQ^OY5ma0iJS^OW5ka0lJT^OT5ja0nJV^OS5ga0PKX^OP5ga0RKX^On4ga0SKX^On4ga0TKX^Ol4ga0VKX^Oj4ga0XKX^Oh4ga0YKY^Og4ga0ZKX^Of4ga0\\KW^Oe4ha0]KW^Oc4ha0_KW^Oa4ia0_KW^Oa4ha0`KX^O`4ga0bKX^O^4ha0bKX^O^4ga0cKY^O]4fa0dKZ^O\\4ea0eK[^O[4da0fK[^O[4da0fK\\^OZ4da0gK[^OY4da0hK\\^OX4da0hK\\^OX4ca0iK]^OW4ca0iK]^OW4ba0jK]^OW4ca0jK\\^OV4ca0kK]^OU4ca0kK]^OU4ca0kK]^OU4ba0lK^^OT4ba0lK]^OU4ba0mK]^OS4ca0mK]^OS4ca0mK]^OS4ba0nK^^OR4ba0nK^^OR4ba0mK_^OS4aa0kKa^OU4_a0jKb^OV4^a0iKc^OW4]a0hKd^OX4\\a0fKf^OZ4Za0eKg^O[4Ya0cKi^O]4Wa0bKj^O^4Va0`Kl^O`4Ta0_Km^Oa4Sa0_Kn^O`4Qa0`KP_O`4Pa0_KQ_Oa4o`0_KQ_Oa4o`0^KR_Ob4n`0]KS_Oc4m`0\\KT_Od4l`0\\KT_Od4l`0[KU_Oe4k`0ZKV_Of4j`0ZKV_Of4j`0YKW_Og4i`0XKX_Oh4g`0YKY_Og4g`0YKY_Og4g`0YKY_Og4g`0YKY_Og4g`0YKY_Og4g`0ZKX_Of4h`0ZKX_Of4h`0ZKX_Of4h`0[KW_Oe4i`0[KW_Oe4h`0\\KX_Od4h`0\\KX_Od4h`0]KW_Oc4i`0]KW_Oc4i`0]KW_Oc4i`0]KW_Oc4i`0^KV_Ob4i`0_KW_Oa4i`0_KW_Oa4i`0`KV_O`4j`0`KU_Oa4k`0_KU_Oa4k`0_KU_Oa4k`0`KT_O`4k`0aKU_O_4k`0aKU_O_4k`0aKU_O`4j`0_KV_Ob4k`0]KT_Od4l`0[KU_Oe4k`0ZKU_Og4k`0YKT_Oh4l`0WKT_Oj4m`0TKS_Om4m`0SKS_Om4m`0RKS_Oo4m`0QKR_OP5o`0nJQ_OS5o`0lJQ_OU5o`0kJQ_OU5o`0jJQ_OW5Pa0hJm]OkN^N^6ec0fJm]OVOTNU6oc0eJl]O^6Tb0aIm]O_6Tb0`Ik]Oa6Ub0_Ik]Oa6Ub0^Ik]Oc6Ub0\\Il]Od6Ub0ZIk]Og6Ub0XIl]Oh6Tb0VIm]Ok6Sb0UIm]Ok6Sb0UIm]Ok6Rb0WIm]Oi6Sb0WIm]Oi6Sb0XIl]Oh6Sb0YIm]Og6Sb0YIm]Og6Rb0[Im]Oe6Sb0[Il]Of6Sb0[Im]Oe6Sb0\\Il]Od6Sb0]Im]Oc6Rb0^In]Ob6Rb0^In]Ob6Qb0`In]O`6Qb0aIo]O_6Qb0aIo]O_6Pb0bIP^O^6oa0cIP^O^6Pb0bIP^O^6Pb0bIP^O^6oa0cIQ^O]6oa0cIQ^O^6na0cIQ^O]6oa0cIQ^O]6na0dIR^O\\6na0dIR^O\\6na0dIR^O\\6na0dIR^O\\6ma0eIS^O[6ma0eIS^O[6ma0eIS^O[6ma0fIR^OZ6ma0gIT^OX6la0hIT^OX6la0hIT^OX6la0hIT^OX6ka0iIU^OW6ka0iIU^OW6ka0iIU^OW6ka0iIU^OW6ja0kIV^OT6ja0lIV^OT6ja0lIV^OT6ja0lIV^OT6ia0mIW^OS6ia0mIW^OS6ia0mIW^OS6ha0nIY^OQ6ga0oIY^OQ6ga0oIY^OQ6fa0PJZ^OP6fa0PJZ^OP6fa0PJZ^OP6ea0QJ[^Oo5ea0QJ[^Oo5da0RJ\\^On5da0RJ\\^On5ca0TJ\\^Ol5da0TJ\\^Ol5ca0UJ]^Ok5ca0UJ]^Ok5ba0VJ^^Oj5aa0WJ_^Oi5`a0XJ`^Oh5`a0XJ`^Oh5`a0XJ`^Oh5_a0YJ`^Oh5`a0XJ`^Oh5`a0XJ`^Oh5_a0YJa^Og5_a0YJa^Og5_a0YJa^Og5_a0YJa^Og5^a0ZJb^Og5]a0YJc^Og5]a0YJc^Og5]a0YJc^Og5\\a0[Jc^Oe5]a0\\Jb^Od5^a0\\Jc^Oc5]a0^Jb^Ob5]a0`Jb^O`5^a0aJa^O_5_a0aJa^O_5_a0bJ`^O^5_a0dJ`^O\\5`a0eJ`^OZ5`a0gJ_^OY5aa0hJ^^OX5ba0iJ]^OW5ba0jJ_^OU5aa0nJ\\^OR5da0QKZ^On4fa0UKW^Ok4ia0YKT^Of4ka0^KR^Ob4na0aKP^OhLPOU7Pc0UL`^Oj3`a0XL_^Og3aa0[L]^Oe3ca0]L\\^Ob3ca0`L]^O_3ca0aL^^O^3ba0bL^^O^3ba0bL^^O^3ba0bL^^O^3ba0aL_^O_3aa0aL`^O^3`a0bL`^O^3`a0bL`^O^3_a0cLa^O]3_a0bLb^O^3^a0bLb^O^3^a0bLc^O]3]a0cLc^O]3]a0cLc^O]3]a0bLd^O^3\\a0bLd^O^3\\a0bLd^O^3\\a0bLd^O^3[a0cLf^O\\3Za0dLf^O\\3Za0cLg^O]3Ya0cLg^O]3Ya0cLg^O]3Ya0cLg^O]3Ya0cLh^O\\3Xa0dLh^O\\3Xa0cLk^O[3Ta0eLn^OZ3Ra0fLP_OX3Pa0gLS_OW3m`0hLU_OW3k`0iLV_OV3j`0iLX_OV3g`0kL[_OS3e`0lL]_OS3c`0mL__OQ3a`0nLb_OP3^`0oLe_Oo2Z`0RMh_Ol2X`0SMk_Ok2U`0TMm_Oj2T`0VMm_Oi2R`0WMP@h2P`0WMR@h2n?XMS@g2m?XMU@g2j?ZMW@e2i?ZMY@e2g?ZM[@e2e?[M\\@d2c?\\M^@d2b?\\M_@c2a?^M^@b2b?_M\\@b2d?_M[@a2e?aMY@_2h?aMW@_2i?bMV@^2j?cMT@^2l?cMS@]2m?dMR@\\2n?eMQ@[2o?fMo_O[2Q`0fMn_OZ2R`0gMm_OY2S`0hMl_OX2T`0iMj_OX2W`0hMh_OX2X`0iMg_OW2Y`0jMf_OV2Z`0kMd_OV2\\`0lMb_OT2^`0mMa_OS2_`0nMT]OYLh1i5Ta0lNa^OU1_a0\\OP^Od0Pb0Bj]O>Vb0Ff]O:[b0J_]O7ab0M[]O3eb00W]O1ib01U]OOkb03R]ONnb04P]OLPc06m\\OKTc05k\\OKUc06j\\OJVc07h\\OJXc0_60000001O000000000000000O2O000000000000000000001O000000000000000000001O0000000000000000001O00000000000000001O0000000O10001O000000000000000000000000O100000000000000000000O010000000000000O10000000O01000000O1000O10O10[Hd\\Of2\\c0lL^]Oh2bb0nLm]Om2Rb0kLZ^OQ3ga0jL`^OT3`a0gLg^OW3Ya0eLl^OZ3Ta0cLP_O\\3o`0bLU_O\\3l`0aLW_O_3i`0^L[_O`3f`0`LZ_O`3f`0`LZ_O`3g`0_LY_Oa3g`0_LY_Oa3g`0_LZ_O`3g`0_LY_Oa3g`0_LY_O`3h`0`LX_O`3h`0`LX_O`3i`0_LW_Oa3i`0_LX_O`3h`0`LX_O`3h`0`LX_O`3i`0_LW_Oa3i`0_LW_O`3j`0`LW_O_3i`0aLX_O^3i`0aLX_O^3h`0bLY_O]3g`0cLZ_O\\3f`0dL[_O[3e`0eL\\_OZ3e`0eL\\_OZ3d`0fL]_OX3d`0hL]_OW3c`0iL__OU3b`0iLb_OT3_`0ULd\\ORNP3f5^`0RL\\@n3d?jKd@U4^?hKe@W4\\?eKg@Z4[?aKi@_4X?\\Km@b4V?UKQAk4[?aJm@^5ld0N101N100O2O0O2N101N2N101N1O2N1O2N1O1N2O1N3M2N2M3N3L3M3M3M4N1N2O1O2M2O1O1O7I8I4K1O2N2N3M3K4M4K5J7jNRSOQOXm0<ncQ7"}}, {"image_id": 4, "category_id": 1, "bbox": [680.3740234375, 155.92796325683594, 104.3828125, 183.82713317871094], "score": 0.12992174923419952, "segmentation": {"size": [1024, 1024], "counts": "WY_e0l03YOcm0[2D7L3M3M3M3N3L3N2N2N2M3N2O1N2M3N2O1O1N2O1O100O1O1N2O1O1O1O1O1O1O010O1O100O10O0100O100O001N1O2N200O1O1O00100O100001O00001N10001O001O1O2M3N1O2M2O2M2O3L3N2M3N2M2O2M2O3L3N2M4L3M3N4K5L3L5L7H<ZNURO`0on0Emf`7"}}, {"image_id": 4, "category_id": 1, "bbox": [132.67068481445312, 401.486328125, 324.9972229003906, 167.0499267578125], "score": 0.11945923417806625, "segmentation": {"size": [1024, 1024], "counts": "k]U4i1Qn0=D7F:F<J5L1000O1O10O0100O100O0011O1M3M4M2N2N101O1O001O1RTO[L_k0e3aTO[L_k0e3aTO\\L]k0e3bTO\\L^k0d3bTO]L]k0c3cTO]L]k0d3bTO]L]k0c3cTO^L\\k0b3dTO^L\\k0b3cTO`L\\k0`3dTO`L\\k0`3dTO`L\\k0a3cTO`L\\k0c3_TO`L`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ja0"}}, {"image_id": 4, "category_id": 1, "bbox": [409.2717590332031, 334.12896728515625, 395.7396545410156, 284.56549072265625], "score": 0.10664481669664383, "segmentation": {"size": [1024, 1024], "counts": "S`i<g0Tn0R2bNh0E: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a0RO[dj6"}}, {"image_id": 4, "category_id": 1, "bbox": [325.4969177246094, 590.3425903320312, 66.09600830078125, 43.97198486328125], "score": 0.10294701904058456, "segmentation": {"size": [1024, 1024], "counts": "ZcV:5go05J6K4I8L3O100O1000O00100000000O1000O100000000001O00000001O0010O01O0010O010O0000100O001O1O1O1O1O1O1O001O1O001N2O1O1O1O1O2N1N3N2Mf\\hc0"}}, {"image_id": 4, "category_id": 1, "bbox": [381.5297546386719, 357.6047058105469, 155.53494262695312, 33.064300537109375], "score": 0.08865979313850403, "segmentation": {"size": [1024, 1024], "counts": "i[n;3io06M3N1O001O000O2O000000001O00001O00001O00000O10000000000000000000000000000000000O1000000000000000000O10000000000000000O100000000000000000000O10000000O1000O1000000000000000O010000000000O10000000O1000O10000000O100000000000000O01000000000O100000000000000O10000000O10O10000O1000000O10000O100O100O100O101N2O0O3M4KcdV?"}}, {"image_id": 4, "category_id": 1, "bbox": [45.945194244384766, 246.654296875, 500.78692626953125, 313.269775390625], "score": 0.06893068552017212, "segmentation": {"size": [1024, 1024], "counts": "e]`1;_o0;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:mM`TOROik0d0\\TOXOek0e0bTOUO`k0i0oTOiNRk0U1QUOiNPk0U1TUOgNnj0W1UUOfNlj0Y1XUOcNjj0[1YUObNij0\\1ZUOaNgj0^1\\UO_Nfj0`1\\UO\\Nfj0d1\\UOYNej0g1j10000001O0000000000001O0000000001N1O101N1O2N2N1O2O1N1O2N2O0O2N101N10001O0O100000000000001N100000000000001O00000000001O000000000000000010O000000O1000000000000000000000000000001N3M3L4M3L:Gdao>"}}, {"image_id": 4, "category_id": 1, "bbox": [361.7895202636719, 262.7934265136719, 146.0201416015625, 73.55319213867188], "score": 0.05710969120264053, "segmentation": {"size": [1024, 1024], "counts": "mX[;=`o09H:G>B3M2N2N2N1O2N1O2N101N2O1N101O0O1000000O100000000O1000000000000000000O10000000000000000000O100000O10O100000000000000O1000000000000000000000000000000000000000001O0000000000001O00000000001O0000001O001O00001O0000000010O0000001O000000000001O00000000000O2O000O2O000O2O001N2O3M6J4K2O1N3K7ARgS`0"}}, {"image_id": 5, "category_id": 1, "bbox": [611.2426147460938, 403.8990478515625, 48.3642578125, 50.9207763671875], "score": 0.8802626132965088, "segmentation": {"size": [1024, 1024], "counts": "_]Vc0;co04M3M2N3M2N2N2N2N2O0O1O1O100O100O1O100O1O001O1O1O001N11O01O0100O1O1O101O002M3J6I6K5K6K5JSc\\;"}}, {"image_id": 5, "category_id": 1, "bbox": [575.248779296875, 403.37835693359375, 84.3419189453125, 65.58294677734375], "score": 0.6420494914054871, "segmentation": {"size": [1024, 1024], "counts": "^^Sb06Qo0NaQO5]n07RQO0mn0c0N1N2O1001O1O00O1O100O1O100000000O1000000001O000000000O010000O001O000010O01O01O01O10O010O01O001O1O010O001O10O01O10O01O001000O10000O100O101N2O1N4L2B?H8J7IRc\\;"}}, {"image_id": 5, "category_id": 1, "bbox": [11.052685737609863, 608.5406494140625, 292.3718566894531, 251.2835693359375], "score": 0.5874872803688049, "segmentation": {"size": [1024, 1024], "counts": "oc;T3`l0i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kWTg0"}}, {"image_id": 5, "category_id": 1, "bbox": [492.9508361816406, 443.895263671875, 93.25088500976562, 108.67193603515625], "score": 0.3059841990470886, "segmentation": {"size": [1024, 1024], "counts": "d_^?4io06K5L2M4M3M3M2N3M3N1N3N2M4L3M2O2M2O2M3M4M1N4M2M2O001N1O100O10000O2O0O1O100O100O1O100O1O100O100O1OXOiROiNWm0T1lROlNSm0T1PSOjNPm0U1SSOiNll0X1VSOfNjl0Y1WSOgNhl0Z1YSOeNgl0[1YSOeNfl0\\1ZSOdNfl0\\1YSOeNfl0\\1ZSOdNfl0\\1YSOeNfl0\\1ZSOdNfl0]1YSOcNfl0^1YSOcNfl0^1YSOcNfl0^1XSOdNhl0]1VSOdNil0]1TSOfNkl0[1USOeNjl0\\1USOeNkl0X2O100O100O100O100O100O10VNdSOO]l0GXTONgk0NkTOEUk04ZUODfj03gUOIYj04nUOHSj04SVOFPj07P3KSbf="}}, {"image_id": 5, "category_id": 1, "bbox": [500.6881103515625, 436.4945983886719, 114.45257568359375, 274.1684265136719], "score": 0.19675685465335846, "segmentation": {"size": [1024, 1024], "counts": "b_e?d0Wo0>E5K4M3M3M2O3M2M3N2M2O2M2O0O2O0O2N1O100O1O2O000O10000O1O101N1O1N2O100O1O10000O100O100O1O100O1N2M3N2O1N2N2O2N100O1O100O2N3M2O1N1O2O0O2O2N2M4M5K6Jh0WO`0A5L5J5K]KYVOS3ai0eLQWOV3kh0aLhWOY3Th0]L^XO_3_g0WLRYOg3fi0O2N5N31MM0O2K6I3L4L4L3M3M2N4K5L3M3L4M3L5L3L5L5J5K5K7I6H8GP[j<"}}, {"image_id": 5, "category_id": 1, "bbox": [571.462158203125, 581.9804077148438, 40.9149169921875, 128.71612548828125], "score": 0.1898326873779297, "segmentation": {"size": [1024, 1024], "counts": "abma07eo0>C9I5K6J5L4L5K4L4L5K4L4N6NOO015J4L4J01M4L3M3L4M3M4K4M3L5L4L4L3M4L4L4L5K4L5IjZk<"}}, {"image_id": 5, "category_id": 1, "bbox": [423.20843505859375, 419.9211120605469, 215.265625, 268.4768371582031], "score": 0.130967915058136, "segmentation": {"size": [1024, 1024], "counts": "l`h=:co05K4N100O10O0100O1001N101O1O0O2O1O00O100O10000O10O1000O0100O1O01O0M5J6N1N2O2M2O1K6H8M3N2M2O2N1O1O100O100O100O100O10O01000O0100O100O1O2N1O1O100O100O10000O10000O100O101N100O1O100O1O1O100O100O100O1O1O1O1O1O1O100O1O1O1O1O1O1O2N1O1O1O101N1O1O1O1N2N2N3M2O1O2O2M3N1N2O2N1N2O2N4L3M7nTOdKRj0\\1nUOm1ii0oMdVOR2Ri0kMUWOW2eh0gMaWOY2[h0dMmWOZ2Ph0cMXXO\\2eg0`MjXOX2Rg0eM[YOU2bf0gMlYOR2Pf0lMYZOP2ee0mMbZOQ2\\e0mMmZOn1Qe0QNW[Oj1gd0TNb[Oi1Zd0VNl[Oi1Qd0TNU\\Ol1hc0QN\\\\Om1ec0PN^\\Oo1ec0mM]\\OR2cc0mM_\\OQ2ac0oMd\\Ol1]c0SNg\\Oi1Yc0WNj\\Of1Vc0ZNm\\Od1Rc0\\NP]Ob1Pc0^NR]O`1nb0`NU]O]1lb0bNW]OZ1jb0fNZ]OV1fb0jN_]OQ1ab0oNf]Oi0[b0WOl]Ob0Ub0]Oo]O>Rb0BQ^O;oa0EQij<"}}, {"image_id": 5, "category_id": 1, "bbox": [527.5704956054688, 532.971923828125, 83.140869140625, 184.2572021484375], "score": 0.11179183423519135, "segmentation": {"size": [1024, 1024], "counts": "laka08do0`0B<F7I7I5K4L7I5K4M6I5N2M4K4011M111:FK1N3M3N1N2L5L2M5L6J3M4L3L5L6J7H4M3M3M5JkZm<"}}, {"image_id": 5, "category_id": 1, "bbox": [761.7308959960938, 409.6281433105469, 46.78985595703125, 48.748199462890625], "score": 0.10577785223722458, "segmentation": {"size": [1024, 1024], "counts": "d]jg0<bo04M3M2M2O2M3M2M3N3M2O2M2O1O1O2N100O100000000000O10000O100O2N101N3M2N3L4M2N2N1O2N1O100O2N2Mjbg6"}}, {"image_id": 5, "category_id": 1, "bbox": [785.7908935546875, 455.5986633300781, 38.5653076171875, 105.84512329101562], "score": 0.06868306547403336, "segmentation": {"size": [1024, 1024], "counts": "h`bh0i0on08J6K5L4N1N3L2O2N1O1N102O0O101O000000O0100O10010O11O00100O2N1O101N2N2N2M3EiaW6"}}, {"image_id": 5, "category_id": 1, "bbox": [308.70941162109375, 612.8153686523438, 63.91015625, 69.259765625], "score": 0.0631377249956131, "segmentation": {"size": [1024, 1024], "counts": "Ycg95jo03N3M2O0O2N1O2O0O2N2O1O1N2O001N1000000000O100O101O0O0100000000000O100000O0100000O1O01000O10O1000O0100O1N3N2N2N2M6JW[^d0"}}, {"image_id": 5, "category_id": 1, "bbox": [637.224609375, 596.886962890625, 100.10687255859375, 80.6922607421875], "score": 0.058101870119571686, "segmentation": {"size": [1024, 1024], "counts": "Sdbd03ko0200O1O1O1O1O1O1O100O1O00100O1O10O01O010O1O010O010O010O010O010O10O010O010O0100O010O001O1D]O[QOb0en0BVQO`0in0;010O1O1O101N101N1O2O1O1N101O0O10000O010N3N1N2O2M2O2LU]S9"}}, {"image_id": 6, "category_id": 1, "bbox": [531.3203125, 702.9639892578125, 55.27972412109375, 69.42779541015625], "score": 0.8929519057273865, "segmentation": {"size": [1024, 1024], "counts": "Pgf`0;co05G:D?E6K5K4L4N2N2O0O2O000010O00000000000O10001N1N2N2O1O2N1O2O1N3M2N2O0N3N2O0O2O1N101O1O0O2O1O1N2N6WOjPO<`Xg="}}, {"image_id": 6, "category_id": 1, "bbox": [201.0718536376953, 736.9338989257812, 260.031982421875, 162.59515380859375], "score": 0.6624241471290588, "segmentation": {"size": [1024, 1024], "counts": "Ti`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"}}, {"image_id": 6, "category_id": 1, "bbox": [688.6021728515625, 842.009521484375, 90.478759765625, 46.45751953125], "score": 0.40037673711776733, "segmentation": {"size": [1024, 1024], "counts": "Wkee02lo04M1N3N1O1O2N100O1000001N100O10000O2O000O1O100O101O000O100O1O2O0O1N2O1O2O0O101N100O101O00000000000000000O100000000000000000O10000O10000O10000O1O100O2N100O2N2AUQOEPo00SVi7"}}, {"image_id": 6, "category_id": 1, "bbox": [585.1942749023438, 923.8652954101562, 163.25518798828125, 41.703125], "score": 0.30883723497390747, "segmentation": {"size": [1024, 1024], "counts": "Xmcb05io03M4M2N2O000O2O00001O1N101O1O1O1O0O101O0000001O001O1O1O1O001O001O1N2O001O0000001O00000000000000O10000000000000000000O1000000000O10000O1000000000000000000O1000000O101O00000O1000000O100000000O100000000O1000000O1000000O10000000000O10000000000O10000000000O1000000O101N1O100N2O1M300N2N2O1M4O0O1O2NPSi8"}}, {"image_id": 6, "category_id": 1, "bbox": [136.75100708007812, 743.6334228515625, 372.9855041503906, 218.09246826171875], "score": 0.2765599191188812, "segmentation": {"size": [1024, 1024], "counts": "Vi]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`0"}}, {"image_id": 6, "category_id": 1, "bbox": [673.106689453125, 234.89671325683594, 76.79608154296875, 212.21617126464844], "score": 0.19669558107852936, "segmentation": {"size": [1024, 1024], "counts": "f[Qe09Yo0f0A:D;hROaNek0f1QTOhNek0`1STOfNfk0c1TTO`Nik0d1TTO_Nhk0n2M3M3M3N2M3M3O1M3M4N1N2N2N2N2N2N2L4L4M3L4N2N2M3@`0N2N2O1O1O10000O10000000000O100001N10000000001N2O2N3M2M2O2L4H8L6J4L4L4I9XOS1TOf0A=RN\\hf8"}}, {"image_id": 6, "category_id": 1, "bbox": [231.3982391357422, 731.9796142578125, 160.98228454589844, 53.73480224609375], "score": 0.0730137974023819, "segmentation": {"size": [1024, 1024], "counts": "Qh_71oo0000O1PO1oQO0om03oQOMQn03nQONRn03mQOMRn04nQOMQn04nQOLRn04nQOLRn05mQOKSn05mQOKTn05jQOLVn04jQONTn03jQO0Tn01iQO2Vn0OiQO2Wn0MhQO4Xn0M`QOEO>an0N[QO=en0`0O01O00000000000000000000010O01O001O1O001O000001O000000000000000000000001O000000000000000001O00000000000000000000001O0000000000000000001O00000000001O0000000000001O000000001O000000001O000000001O0000000000001O0000000000001O00000000001O00001O00001O0O2O001N101N2N2K_Xhc0"}}, {"image_id": 6, "category_id": 1, "bbox": [587.56201171875, 602.827392578125, 141.93499755859375, 105.3828125], "score": 0.07207556813955307, "segmentation": {"size": [1024, 1024], "counts": "Pejb01no02lN4RROLkm09QROKmm07lQO0HDdm00[RO?0BIa03Dbm0NaRO?Je0am0mNeROl1Vm0VNjROl1Rm0VNnROk1ol0WNQSOj1ll0XNTSOi1il0ZNUSOg1kl0YNUSOh1jl0YNRSOj1ml0e00001O0000000O10001O00000O10000000000000000O1000000000000000000000O1000000000000000001O001O1O1O0O3N1O2N2N1O1O00001O000000O10000O1000000001O000O10O10O1000000O10000O2O00000000000O1000001N1O1AbROTNfm0l1[RORNgm0l19L4M7I6K5J5K5J7Hg[]9"}}, {"image_id": 6, "category_id": 1, "bbox": [744.156005859375, 223.42689514160156, 107.204345703125, 188.06410217285156], "score": 0.05834287777543068, "segmentation": {"size": [1024, 1024], "counts": "S[Yg0n0Un0P1A>G8K6J5J6L4L4K5J6L3L5L4L3N3M3M3L3M4M2O1O1N2O1O1O1O100O001N2O2O0O1O101N1O2N100O1O100O00O2O0O2O1O10O010O0100000O0100000O010000O100O100O10000O101O0O100O100O100O2O0O101O000O2O0O2N2N2N3L4M4K4M3L4M3L6J5K5J6I8G8G>Cbg\\5"}}, {"image_id": 6, "category_id": 1, "bbox": [663.0656127929688, 705.4596557617188, 114.28216552734375, 63.06158447265625], "score": 0.05303053930401802, "segmentation": {"size": [1024, 1024], "counts": "RgQe0<co03ACSQOb0kn0;ISOXQOo0en0700O1O1000O1000000000O1001O0000N2O1O1O100001O00000000O11O0000000000O1000000001O000000O100000000001O01O000000000000010O0001O0000001O1iN`QOl0kn0O0ROQQOk0To0TOmPOg0Vo001O1O1O1O1O001O00001O001O1N101O001O000O2O001O0O2O0O2O2LeXg7"}}, {"image_id": 7, "category_id": 1, "bbox": [448.3673400878906, 265.185302734375, 413.6589050292969, 434.3641357421875], "score": 0.7741351127624512, "segmentation": {"size": [1024, 1024], "counts": "``Q>`0mn0\\2nMd0@h0XO9F:G8I7H8F:F;A>]Od0D:F:J6K4L5K4M3M4L3N2M3M3N2M3M2N3N2N1N3O1N1O2N101N1O100O2N1O1O1O2M2O1O1O2M200O1O1O1N2O1O1N2N2N2O1N2O1O1O2N1O001N2O1N1O2O1N2O1O001O1O1O10O01O001J5K6\\OfD^\\O];bc0`001O00001O01O0001O01N1O2N2O0N3N1O2M3N101N101O1N2O1O1N2N1O2N2N2N2N2N2O1N2O1O1O1O1N2O1O1N2N2N2N2N2O1N2O1O10O01O1O1O1O1N2O1N2N101O1O1O1O1O1O100O1N2O1N2N2O1O1N2O1O1O100O1O1O1O1O1O1O1O1O1O1O100O1O100O100O100O1O1O1O1O1O1O1O1O1O1O100O10000O100O100O10000O100O100O1O100O1O1O1O1O1O1O1O1O100O1O2O000O100O2O0O101N2N2O0O2O1N2N1O1O1O1O101N1O100O101XNZWOSLgh0j3]WOULch0g3cWOVL^h0f3gWOYLZh0d3hWO\\LZh0b3gWO\\L[h0c3eWO]L]h0a3cWO^L`h0`3`WO`L`h0`3`WO`Lah0_3_WO`Ldh0^3\\WObLeh0]3[WOcLfh0\\3[WObLhh0\\3XWOdLjh0Z3VWOfLmh0W3SWOhLQi0U3oVOkLRi0T3nVOkLSi0T3oVOkLRi0S3PWOlLPi0T3RWOjLoh0T3SWOjLnh0V3TWOhLmh0W3TWOhLlh0W3VWOgLlh0X3UWOgLkh0Y3VWOfLkh0Y3UWOgLkh0X3WWOfLkh0Y3VWOfLjh0Z3VWOfLkh0X3WWOfLjh0Z3VWOfLkh0Y3VWOeLlh0Z3TWOeLnh0Z3SWOeLnh0Z3SWOdLoh0[3RWOcLPi0\\3PWOcLRi0\\3oVObLSi0]3nVOaLTi0_3lVO_LVi0`3kVO^LWi0a3kVO\\LVi0d3d1O1O1O00001O0O2O001O001O001O001N101O001O00001O1O001O1N2O001O1O1O001O1O1O1O001O1O1N2O2N3M2N2N3M3M3M4M2M3M3N0O1O10O01O10O010O01O0O100O2O0O1O101N1O1O1N2O2N10O6K5K4K2O1O1N3N1N3STOSNci0o1hTOVNh04Zj0i1eTO\\Nk03Zj0^2`UOfM^j0\\2^UOgM`j0]2ZUOgMej0Z2ZUOfMgj0W2[UOiMej0W2\\UOgMej0X2\\UOhMdj0W2^UOhMcj0Z1iTOcNe02cj0Y1lTObNc04aj0W1PUOcNa04`j0V1TUOcN=5bj0U1TUOeN;4bj0T1WUOfN84cj0o0^UOjN15bj0h0gUOQOH6cj0f0hUOROG6bj0f0jUOROF6cj0a0]WOTOjh0d0_3BocU5"}}, {"image_id": 7, "category_id": 1, "bbox": [936.0391845703125, 515.4539184570312, 51.85595703125, 66.57965087890625], "score": 0.45042017102241516, "segmentation": {"size": [1024, 1024], "counts": "QaXm0`0_o04K4M4L3N2M3M2O2M2N2O1N1O100O1O10O0100O01O01O0010O00010O00010O000010O01O10O01O1O2N1O1O2N2O0N3N3L4M5I`_T1"}}, {"image_id": 7, "category_id": 1, "bbox": [452.3135986328125, 289.3383483886719, 312.44708251953125, 282.9189758300781], "score": 0.2831551730632782, "segmentation": {"size": [1024, 1024], "counts": "o_U>V1_n0h0]O;D8oNQ1L4L3M3H8F:G9J7K4L4O1N2O1O1N2N2O1N2O2N1O1O100O1O1O1O1O1O100O1O1O100O100O1O1O001O1N2O1O1O100O1O1N2O1N2O1N2O1O1O1N101O1O1N2O0O2N2N2O001O00G]WOWIbh0i692O1N1O2O0O2O1O001N2O001N2O1O1N2O1N2O1O1O1O1O1O1O1O1O1O100O1O100O10000O100O2O000O10000O10000O1000000O1000001O00000O2O00001O00001O2N00000000000000000000001O10O01O001O00001O000000O2O0O1O100O100O2O0O1fNYXOZJhg0f5YXOYJgg0f5\\XOWJeg0h5]XOVJdg0j5^XOTJbg0k5`XOSJag0l5aXORJ`g0n5bXOPJ_g0n5bXOQJ_g0o5aXOQJ_g0n5cXOPJ^g0P6bXOPJ^g0P6bXOoI_g0Q6aXOnI`g0R6`XOmIag0S6_XOlIbg0T6^XOkIcg0U6]XOkIcg0U6]XOjIeg0U6[XOjIfg0V6ZXOiIgg0W6YXOiIgg0W6YXOhIhg0k4gWOeK0_Ob00gg0c4RXOlKG^Oa02gg0c4SXOkKG_O`02fg0b4VXOlKE_O?3fg0a4XXOkKE_O>4fg0a4YXOjKF_O<5eg0`4\\XOkKD^O<7dg0^4^XOlKD^O:7eg0^4_XOkK=FTg0^4aXOkK;GTg0]4bXOkK<GRg0^4bXOkK<FSg0_4bXOiK>FPg0`4cXOjK>DPg0b4bXOjKnh0U4SWOkKmh0U4TWOiKmh0W4UWOgKlh0W4VWOhKjh0X4XWOfKhh0Y4ZWOeKgh0[4ZWOdKfh0\\4[WOcKeh0\\4a1O000O101O0O101N100O2O0O10001N1000001N1000001N1000fUORLbh0n3^WOSLbh0l3]WOVLbh0i3_WOXL`h0h3_WOZL`h0f3`WO[L_h0e3aWO\\L^h0c3bWO_L^h0`3cWO_L]h0a3cWO^L^h0a3dWO^L\\h0b3dWO]L]h0c3cWO\\L_h0b3cWO\\L^h0d3bWO[L_h0d3bWO[L_h0e3aWOZL`h0f3m1O2O000O101O0O101O000O2O0000001O00001N10001O000000001O000000000000000000001O000001O0001O001N3M5I:ER1kNndS8"}}, {"image_id": 7, "category_id": 1, "bbox": [370.66845703125, 38.12957000732422, 179.79022216796875, 238.09283447265625], "score": 0.24303878843784332, "segmentation": {"size": [1024, 1024], "counts": "RRZ=5jo05K<C3N3M2N3N2N2N3M3L3N2O1N2N2N3M2O1N3N2M4L2O1N2N2N2O1N2O1N2N101N2O2N1O2[UO\\Mig0e2PXOdMlg0^2hVORM4h0Si0X2aVOTO\\i0k3N2N1N2N1000000000O100O001O10O01O001O1O1O1O1O1O1O001O1O1O2N1O1O1O1O1O1O2N1O1O2N1O1O2N1N2O2N1N2N2O1N3M2N3N1N2N2O1N3N1N2N2O1N3M2N3M3N2M3M3N1N3M2N4K4M3M2N3M4K5L3L4L4M4K5Jaji>"}}, {"image_id": 7, "category_id": 1, "bbox": [393.1791687011719, 214.00460815429688, 540.065185546875, 685.9429931640625], "score": 0.0615314319729805, "segmentation": {"size": [1024, 1024], "counts": "W`c=2ho0;E<E:E;I6J4L4K6K5J6J6I8I7G:E;F;E:F;F8H9H7I7J6I5L4L4K5L4K5K6K4K6I8I5J7J5K5K5K5K4M4K4M4L3M3M3L4M3M3M3L4M3M2N3L4M3M2N3M3M2N3M2O2M2N2N3M2O1O1O1O1O1O1O1O1O101N1O100O1O100O1O100O1O100O001O100O1O1O1O1O1O001O1O10O00001O00001N100O2N1O101N100O101O0O101O001N101N2O0O2N1O2O0O2O001N101O0O101O001O1O0O2N2O001N2O0O2O1O0O2O1O0O2O1O001O1N2O1O1N2O1N101O1N2O1O1O1O1O1O1N2O100O001O1O1N101O1O001O1O001O1O00100O0010O0100O100O100O100O10O0100O1O100O1O100O1O1O1O001O1O001O001O001O1O001O0010O01O00100O1O100O2O0O100O100O1O101N1O1O1O100O1O2OO01O100O010O100O100O10O0100O100O10000O10000O2O000O2O00001N101O0O2O000O2O00001N1O100O1O101N1O1O1O1O1O2N1O100O1O1O2O0O101O001O00001O001O00001O001O00001O00001N1000000O2O00000O2O000O2O000O2O0O2O00001O001N101O1O2N3M2N3M3M4L3M4L1O1O1O1O010O01O100O1O10O01O100O1O100O1O100O1O1000O0O2O1O001O1O001O1N101O1O1O001N2O1O1OO2N2N2N2N101N1O2N101N2N2O1N2N2O1N3M2O2NO2M3M3M2N3M3M2M4J5J7I6I8J5L5J5M3oNaTO]Mdk0\\2S1K5O11O2N2N2N2N2N2]SO\\Mfk0`3O2N2N2N3M3M5K5K7I7I6K3MJ6J6J8H7J6I6L5K5K4L5L3M4M2M3M3L4M3M5K:SOP1jNYeQ3"}}, {"image_id": 7, "category_id": 1, "bbox": [550.8829956054688, 134.81158447265625, 19.74609375, 16.21978759765625], "score": 0.05820859968662262, "segmentation": {"size": [1024, 1024], "counts": "ZTWa07go06L1N2O000000000001O001O002N001N2O1NckU>"}}, {"image_id": 8, "category_id": 1, "bbox": [641.3926391601562, 489.8127136230469, 158.5401611328125, 85.55209350585938], "score": 0.9007568359375, "segmentation": {"size": [1024, 1024], "counts": "m`Rd0g0jn0h0TOd0M2O2N1000000O10000000000O10000000000O10000000000OWOdROPO\\m0n0iROoNWm0P1lROnNTm0Q1oROmNQm0S1QSOjNPm0U1USOgNkl0Y1m00100O10O100000O1000O1000000000000O100000000000000000000O10000000000000O1001O0000000O1000001O00000000001O00001O001O00001O1O001O0O200O00001O001O001O001O001O100O1O1O010O0000^ORROROnm0l0UROTOkm0j0VROVOjm0j0VROVOjm0j0WROVOhm0i0YROXOfm0h0ZROYOfm0e0[RO[Oem0e0[RO[Oem0d0]RO[Ocm0e0]RO\\Ocm0c0^RO\\Obm0c0`RO\\O`m0d0`RO\\O`m0c0bRO\\O^m0c0cRO]O]m0b0eRO]O[m0b0fRO^O[m0`0gRO_OYm0`0hRO_OYm0a0hRO^OYm0`0jRO]OWm0b0kRO]OUm0b0nRO[OTm0c0nROYOUm0f0S101O000O101O0O2O0O101N2NW`P7"}}, {"image_id": 8, "category_id": 1, "bbox": [699.4129028320312, 295.2769470214844, 103.454345703125, 79.42108154296875], "score": 0.241341695189476, "segmentation": {"size": [1024, 1024], "counts": "P[le0>`o03N3M2N2N2N2M3N1O1M3M3N2N2N3M2O1N2N2N2O1N2O1O1N2O1O1O1O1N101O1O1O1O100O1O100O100O100O10O10O10000000O1000000000000000000000000O10000000000000000000000O1000000000001O0000000O10001O001O001O1N2O2M2O2M5J6I6Je0POnel6"}}, {"image_id": 8, "category_id": 1, "bbox": [7.081474304199219, 619.8642578125, 281.8505859375, 203.97406005859375], "score": 0.17669743299484253, "segmentation": {"size": [1024, 1024], "counts": "ae7h0en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i0UObZVg0"}}, {"image_id": 8, "category_id": 1, "bbox": [154.1078643798828, 619.2312622070312, 115.41423034667969, 34.14959716796875], "score": 0.11528844386339188, "segmentation": {"size": [1024, 1024], "counts": "Zdm42lo02O1O100O1O1O100O100O10000O2N100000O10O10000O100O10000O1M3L4O1O10000000O100000000000000000O01000000000000000000000000O10000001O0000O01000000000001OO100000000O1O002O000000001O0000001O00001O0O100O1O11O01O000O101O0M_POGbo07_POHbo084N10Y\\cg0"}}, {"image_id": 8, "category_id": 1, "bbox": [673.9443359375, 490.7720642089844, 134.40655517578125, 46.139190673828125], "score": 0.11241410672664642, "segmentation": {"size": [1024, 1024], "counts": "Y`Re02fo0c0YO>M100O1O10000000000O1000000O100000000000000000000000000O1000001O00000000000000000000000000000000000000000000000000O10000000000000000000001O00000000000000000000001O0O10000000000O1000001N100O1O1O101N10000O100O100O2O0O1O101N100O101N10001O000O101O00001N10001N100O2O2LU`g6"}}, {"image_id": 8, "category_id": 1, "bbox": [48.45050811767578, 351.3211669921875, 836.4127807617188, 509.28973388671875], "score": 0.05482684075832367, "segmentation": {"size": [1024, 1024], "counts": "_ff1h0Ro0=SNZOmSOQ1hh0gNeXOS1gMk0Ui0DbWOW2Uh0YNTWOX2fh0d2K5K5L4O010O001O010O1O001O10O01O1O1O100O001O0010O01O001O0010O01O00001O01O01O000010O0001O0010O0001O0010O01O001O10O01O1O010O1O00001N100O100O10000O100O2O0O10000O100O2O0O10000O101N100O10001N10O0100O010O010O0010O01O010O0010O01O1O001O10O01O1O00100O10O100000O10001O00000O10000000000O100000000O2O000000000O100000000000000O2O00000000000000000O1000001O0000000000000O1000001O00O1N2O1O1N2O0O2O1N2N2N2M3J6K5K4]Od0K5K5L4L4M3M3N2M2O2N2N2O1N2N2N2O1N2N2N2N2N2N2N3N1N2N2O1N2O1N2N2O1N2N2N3M2N2O1N2N2O1N2O1O1O1N2O1O1O1N2O2N1N2O1N2O1M3N2N2M3N2N2N2N2O1O1O1O100O1O2O0O10O01000000O0100000O0100000O0100000O0100000O0100000O010000O01000000000000O10000000000000000O100000000000000O1000000000000O1O1O1O1N2O1O1N2O1N2N2O1N2N200O1O1O100O1O100O100O10O0100O10000O10001O00000000000000001N10000000001O000000001O000O10001OO100O1O1O0O2O100O1O100O010O1O100O10O0100O100O10O0100O10000O010000000001O000000000000000000000O1N2N2M3N2M4L3M3000000O10000O2O1N101N101N2O0O2POfQO8Zn0HfQO8[n0FgQO8Zn0HfQO8[n0FfQO:[n0CgQO<Zn0CgQO=Zn0@iQO?Wn0]OmQOb0in00000O2O00000O101O000O1000000000000000000000000000000000000000000000000000000000000000O10000O2O00000O10001O0O10000O101N100O100O101N100O100O10001O0000000001O00000000000001O0000000000000001O00000001O000001O1N2O1O1N2O1O001N101O1N101O001N101O0O2O001N101O001N10001N101O0O101O0O2O000O2O00QP_1Ooo`N10000000000000000000000000000000000000000000000000000000000001Od_`8"}}, {"image_id": 9, "category_id": 1, "bbox": [676.3703002929688, 519.1702270507812, 308.34576416015625, 304.7796630859375], "score": 0.9883838891983032, "segmentation": {"size": [1024, 1024], "counts": "gaUe0a1Un0f0@9H:F8I4M3L4M3M3M4L4L4L4M2M3N1O2N3M2N3M3M3M3M2N2N2N1O2N3M2O2M3M3M3M3M2N1O1O2N1O2N3M3M3M3M2N1O1O1O1O2N1O2M3N1O1O1O1O1O1O1O0O2O1O1O2N1N2O1O1O001O1N2O2N1O1O2M2O1O001O1O0O2O001O1O2N1O2M2O1O1O1O1O1N2O1O001O1O1N2O001O1N2O1O1N2O1O1O1N101O0O2O00001N1000001O0O2O00001O001O000O10001O0000000000001O00000000000000000000001N1000000000000000000000000000O1000000O1000000O10000O100O100O10000O10000O100O10000O100O100O100O1O1O1O1O1N2O1O1O2N1O1O1O1O1O1O1O1O1O1O1O1O1O1O1O1N3N1O1N2O1N2O2N1O1O1iKXXO5jg0DlXOKUg0OTYOMmf0N\\YOMff0NaYON`f0NiYOLYf01nYOISf06PZOGRf06RZOGoe08SZOEoe09UZODme09VZOEke09XZOEje07[ZOEge09^ZOCce0:cZOA`e0<eZO_O]e0`0gZO[O[e0d0hZOYOYe0f0iZOWOZe0g0hZOWOYe0i0iZOTOXe0k0jZOfNde0Y1^ZOcNfe0\\1[ZO`Nhe0_1]400O1O2O0O1O2M2O2M3N2M4M2N2N2N2O1N2N2N2O2M4L3M2N3M2Oc^h1"}}, {"image_id": 9, "category_id": 1, "bbox": [420.35101318359375, 140.8591766357422, 283.10406494140625, 328.97894287109375], "score": 0.9715712070465088, "segmentation": {"size": [1024, 1024], "counts": "dUW=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:F<Dc0]O>B<D6J6K4K5J5L4K9H8G8H7J5J6J5J6I;Dc0WOQcQ:"}}, {"image_id": 10, "category_id": 1, "bbox": [268.9773864746094, 337.9099426269531, 99.63909912109375, 203.23275756835938], "score": 0.9148947596549988, "segmentation": {"size": [1024, 1024], "counts": "d__88fo03M3N2N1O001N2N3L3O2L4K6J5K5J6H7L5H8H8I7J6I6J7K4L5J5L5L3L5J5L4N2L4M3N2M3M3M3O1N2O1O1N2N2O1O1N2O1N3O0O1O101O001O001O1O0100N2O1O1N2N2N2N2N3M3M2N1O2M3N2O3L2N2N3L4M3M3M3M3M3M2L5K6I6J7F:G9H;E<]Of0\\OUc`d0"}}, {"image_id": 10, "category_id": 1, "bbox": [111.04097747802734, 609.8816528320312, 337.06451416015625, 304.36138916015625], "score": 0.8698592185974121, "segmentation": {"size": [1024, 1024], "counts": "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?ZO]\\oa0"}}, {"image_id": 10, "category_id": 1, "bbox": [239.0071258544922, 619.4249877929688, 227.91209411621094, 185.231689453125], "score": 0.7393142580986023, "segmentation": {"size": [1024, 1024], "counts": "jga7e0To0>H3N0O100O1O100O100N2N3M2M3N2N2O1N2O1O1O1O1O001O1O1O1O001O1O001O1O001O001N10001O00001O00010O001O0010O01O1O001O010O0000O100O2O0O1000010O010O010O001O00001O0O101O01O01O01O001O001O010O0000000000000001O000O100O10000O1000000O100O101O0O100O100O1O1O10O11O00000O010O10000000000O101N10000010O01O00001O10O01O100O1O1O100O10000O01000O10000O100O100O10000O10000O100000000O1000000O1000000O1000000O1000000000000O100O100O10000O100O100O100O100O1O2O0O1O1O1O2N1O1O3L6Fb\\]a0"}}, {"image_id": 10, "category_id": 1, "bbox": [296.8039855957031, 617.7849731445312, 169.79959106445312, 122.264404296875], "score": 0.3631015121936798, "segmentation": {"size": [1024, 1024], "counts": "ne[9l0So02N1O1O101N101N2N4K3N1O1O2N10000O100O100O1O100O1O1O001O1O1O100O1N2O1O1O001O001O001O001OO10O01O100O1000000O10001N100O100O1000000000000000000O100O10O1001O000000001O001O001O1O001O00001O10O01000O01000O0100O100O10000O1000000O100O2O0O10000O10000O100O10000O0100000O1000000O01000O1000000O10000O10000O100O100O100O100O100O100O2N1O2N1O2N1O3K9D`\\]a0"}}, {"image_id": 10, "category_id": 1, "bbox": [296.19781494140625, 340.69989013671875, 290.4423828125, 270.07318115234375], "score": 0.19823946058750153, "segmentation": {"size": [1024, 1024], "counts": "bbl94io04K6L3M3N2M2O2N1O1O1O1O1O1N3N1O1O1O1O1O1N2O1O1O1O1N2000O01000000O1000000000O010O10O10O01O001N1101O000O10000O2O000O2O2M4J6J9F9H7Ieni0LbQVO0O2O000O2O0O2O0O101N101N100O2O0O2O0O10000O10O10O10000O100O1N2O1O2N1O1N3N1N3N1O100O01000O10000O010O101N1O2O1N1O1dNfNRTO[1jk0lNQTOU1lk0POQTOQ1mk0SOQTOm0nk0TORTOl0nk0TOQTOl0ok0UOQTOj0ok0WOQTOh0Pl0WOQTOh0_k0dNQTOe0`0g0_k0fNnSOd0c0e0_k0jNkSOb0f0c0_k0mNiSOa0h0b0^k0POgSO?k0`0^k00bTO0]k01cTON^k02bTON]k03dTOK]k04dTOK\\k06dTOJ\\k06eTOH\\k08dTOG]k09cTOF^k0:bTOE^k0<cTOB^k0>bTOA_k0>bTOA_k0?aTO@`k0?aTO@`k0`0`TO@_k0`0bTO_Okj0YO`TOX1e0^Okj0^O]TOT1h0^Okj0@XTOT1n0[Ojj0CRTOV1U1VOij0Y1XUOcNkj0]1UUOaNlj0`1UUO]Nlj0d1TUO[Nlj0f1UUOWNkj0k1UUOSNkj0n1WUOoMij0S2WUOlMij0U2XUOiMhj0X2XUOgMhj0Z2^10O101N100O2O0O2N2O00001O000O1O2M200O1O101O10O01000O010000O010000O10000O100O100O1O100O100O100UOjROkNXm0R1mROkNSm0S1QSOjNPm0T1TSOjNll0S1XSOkNil0S1YSOmNhl0P1ZSOPOfl0m0\\SOTOel0h0^SOXObl0d0bSO\\O`l0?bSOBcl0KkSO5Pn000O10000O2O0O2NTco="}}, {"image_id": 10, "category_id": 1, "bbox": [625.488525390625, 417.9308776855469, 23.7899169921875, 43.9410400390625], "score": 0.14130011200904846, "segmentation": {"size": [1024, 1024], "counts": "h]bc0>^o07J4M3M3M2N2O1O1O1O010O0100O001N3N1N3M3L4M5Ijbf;"}}, {"image_id": 10, "category_id": 1, "bbox": [397.6274108886719, 325.52215576171875, 169.47982788085938, 170.33218383789062], "score": 0.05076158791780472, "segmentation": {"size": [1024, 1024], "counts": "h^`<;bo04M2N2N3M2O100O0010O01O1O00100O1O1N20O010O1O01000O10O10O1000O10O10000O10O01O100ODWObQOj0\\n0[OaQOe0^n0>00O1O10001O000010O01O001O00001O010O10O01O00100O00010O0001O00010O01O01O001O001O00001O01O010O01O01O1O001O1O1O1O1O1O001O1O1O1O0O2O1N2O001O1O1N2O1N2O1O1M3N2N2O1O1N2O0O2O1N101N1O2O0O10001O0O2N1O200O0100O010O10000O100O100O100O1O2M2N2O1N3N1O<Cb0TNgQO`07YOUc]>"}}]
output/events.out.tfevents.1675864688.bec60f576c9d.148.0 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:25e61e9179dca60e7b6496a91b6fd932c5fc29cbc03c56c8b9d04cf72fbb949d
3
+ size 50102
output/instances_predictions.pth ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:58dc18b2cb42fd1db2400664e9108b9a983cc8270568889d260677afe5d39700
3
+ size 51293
output/last_checkpoint ADDED
@@ -0,0 +1 @@
 
 
1
+ model_final.pth
output/metrics.json ADDED
@@ -0,0 +1,45 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {"data_time": 0.021635564000007435, "eta_seconds": 611.3846789984566, "fast_rcnn/cls_accuracy": 0.506103515625, "fast_rcnn/false_negative": 0.6137123745819397, "fast_rcnn/fg_cls_accuracy": 0.0, "iteration": 19, "loss_box_reg": 0.098916444927454, "loss_cls": 1.0092888474464417, "loss_mask": 0.6889035701751709, "loss_rpn_cls": 0.19150248914957047, "loss_rpn_loc": 0.021852215752005577, "lr": 2.8115714285714287e-05, "mask_rcnn/accuracy": 0.7403533319682387, "mask_rcnn/false_negative": 0.1890420169905106, "mask_rcnn/false_positive": 0.37805780953136564, "roi_head/num_bg_samples": 497.75, "roi_head/num_fg_samples": 14.25, "rpn/num_neg_anchors": 246.25, "rpn/num_pos_anchors": 9.75, "time": 0.6939667184999507, "total_loss": 1.9989982936531305}
2
+ {"data_time": 0.010051646500016886, "eta_seconds": 603.7628399250451, "fast_rcnn/cls_accuracy": 0.96435546875, "fast_rcnn/false_negative": 1.0, "fast_rcnn/fg_cls_accuracy": 0.0, "iteration": 39, "loss_box_reg": 0.11170810461044312, "loss_cls": 0.5373577177524567, "loss_mask": 0.679751843214035, "loss_rpn_cls": 0.17790767550468445, "loss_rpn_loc": 0.025421294383704662, "lr": 5.665857142857143e-05, "mask_rcnn/accuracy": 0.7217882034006727, "mask_rcnn/false_negative": 0.259048115538713, "mask_rcnn/false_positive": 0.26348426706063, "roi_head/num_bg_samples": 496.375, "roi_head/num_fg_samples": 15.625, "rpn/num_neg_anchors": 246.25, "rpn/num_pos_anchors": 9.75, "time": 0.7214109084999905, "total_loss": 1.549382240511477}
3
+ {"data_time": 0.011457425500054796, "eta_seconds": 592.9682860910331, "fast_rcnn/cls_accuracy": 0.9697265625, "fast_rcnn/false_negative": 1.0, "fast_rcnn/fg_cls_accuracy": 0.0, "iteration": 59, "loss_box_reg": 0.10089223459362984, "loss_cls": 0.24152185022830963, "loss_mask": 0.6597915589809418, "loss_rpn_cls": 0.1668204516172409, "loss_rpn_loc": 0.022384153679013252, "lr": 8.520142857142856e-05, "mask_rcnn/accuracy": 0.7374605199222546, "mask_rcnn/false_negative": 0.30626327908034495, "mask_rcnn/false_positive": 0.20596565803829553, "roi_head/num_bg_samples": 496.5, "roi_head/num_fg_samples": 15.5, "rpn/num_neg_anchors": 245.5, "rpn/num_pos_anchors": 10.5, "time": 0.720612640000013, "total_loss": 1.186686918605119}
4
+ {"data_time": 0.014207048999992367, "eta_seconds": 584.771114637541, "fast_rcnn/cls_accuracy": 0.970703125, "fast_rcnn/false_negative": 1.0, "fast_rcnn/fg_cls_accuracy": 0.0, "iteration": 79, "loss_box_reg": 0.10247186943888664, "loss_cls": 0.18129321932792664, "loss_mask": 0.6281211674213409, "loss_rpn_cls": 0.09171561524271965, "loss_rpn_loc": 0.01835501566529274, "lr": 0.00011374428571428571, "mask_rcnn/accuracy": 0.7582030444753659, "mask_rcnn/false_negative": 0.256443859923836, "mask_rcnn/false_positive": 0.21565831211965175, "roi_head/num_bg_samples": 497.0, "roi_head/num_fg_samples": 15.0, "rpn/num_neg_anchors": 247.875, "rpn/num_pos_anchors": 8.125, "time": 0.7146418734999997, "total_loss": 1.0372760314494371}
5
+ {"data_time": 0.020735276999971575, "eta_seconds": 573.3092775195264, "fast_rcnn/cls_accuracy": 0.965576171875, "fast_rcnn/false_negative": 1.0, "fast_rcnn/fg_cls_accuracy": 0.0, "iteration": 99, "loss_box_reg": 0.11937053874135017, "loss_cls": 0.16157814860343933, "loss_mask": 0.6007092297077179, "loss_rpn_cls": 0.057378171011805534, "loss_rpn_loc": 0.01621895842254162, "lr": 0.00014228714285714286, "mask_rcnn/accuracy": 0.7599743734879971, "mask_rcnn/false_negative": 0.22154182679566314, "mask_rcnn/false_positive": 0.25168118894731084, "roi_head/num_bg_samples": 494.375, "roi_head/num_fg_samples": 17.625, "rpn/num_neg_anchors": 248.125, "rpn/num_pos_anchors": 7.875, "time": 0.7387309834999769, "total_loss": 0.9644690994173288}
6
+ {"data_time": 0.011185420999993312, "eta_seconds": 562.9541325594915, "fast_rcnn/cls_accuracy": 0.963623046875, "fast_rcnn/false_negative": 1.0, "fast_rcnn/fg_cls_accuracy": 0.0, "iteration": 119, "loss_box_reg": 0.12680184468626976, "loss_cls": 0.17316163331270218, "loss_mask": 0.5562362670898438, "loss_rpn_cls": 0.060589395463466644, "loss_rpn_loc": 0.019067171961069107, "lr": 0.00017083000000000002, "mask_rcnn/accuracy": 0.7681766387873831, "mask_rcnn/false_negative": 0.21169559779120756, "mask_rcnn/false_positive": 0.24954310887842562, "roi_head/num_bg_samples": 493.375, "roi_head/num_fg_samples": 18.625, "rpn/num_neg_anchors": 246.5, "rpn/num_pos_anchors": 9.5, "time": 0.741243868500078, "total_loss": 0.9365213038399816}
7
+ {"data_time": 0.02138591949989177, "eta_seconds": 553.2203132519902, "fast_rcnn/cls_accuracy": 0.96240234375, "fast_rcnn/false_negative": 1.0, "fast_rcnn/fg_cls_accuracy": 0.0, "iteration": 139, "loss_box_reg": 0.13636115938425064, "loss_cls": 0.16100535541772842, "loss_mask": 0.5151441693305969, "loss_rpn_cls": 0.05029948055744171, "loss_rpn_loc": 0.014560149982571602, "lr": 0.00019937285714285714, "mask_rcnn/accuracy": 0.7829793330375628, "mask_rcnn/false_negative": 0.2384250940450675, "mask_rcnn/false_positive": 0.1882352154879211, "roi_head/num_bg_samples": 492.75, "roi_head/num_fg_samples": 19.25, "rpn/num_neg_anchors": 248.375, "rpn/num_pos_anchors": 7.625, "time": 0.7500831840000046, "total_loss": 0.8527287594042718}
8
+ {"data_time": 0.017386880499884683, "eta_seconds": 541.7555488410021, "fast_rcnn/cls_accuracy": 0.955078125, "fast_rcnn/false_negative": 1.0, "fast_rcnn/fg_cls_accuracy": 0.0, "iteration": 159, "loss_box_reg": 0.15832942724227905, "loss_cls": 0.16677318513393402, "loss_mask": 0.48295585811138153, "loss_rpn_cls": 0.046257928013801575, "loss_rpn_loc": 0.018161742016673088, "lr": 0.0002279157142857143, "mask_rcnn/accuracy": 0.7935829331732693, "mask_rcnn/false_negative": 0.19446623075142774, "mask_rcnn/false_positive": 0.21403267679392393, "roi_head/num_bg_samples": 489.0, "roi_head/num_fg_samples": 23.0, "rpn/num_neg_anchors": 246.125, "rpn/num_pos_anchors": 9.875, "time": 0.7727247215000261, "total_loss": 0.866901752538979}
9
+ {"data_time": 0.017409155499990447, "eta_seconds": 532.2150334409621, "fast_rcnn/cls_accuracy": 0.96240234375, "fast_rcnn/false_negative": 1.0, "fast_rcnn/fg_cls_accuracy": 0.0, "iteration": 179, "loss_box_reg": 0.1395416259765625, "loss_cls": 0.14954190701246262, "loss_mask": 0.43418195843696594, "loss_rpn_cls": 0.03835113160312176, "loss_rpn_loc": 0.01612691767513752, "lr": 0.00025645857142857144, "mask_rcnn/accuracy": 0.8119826567961331, "mask_rcnn/false_negative": 0.1540127041768805, "mask_rcnn/false_positive": 0.18875289496241973, "roi_head/num_bg_samples": 492.75, "roi_head/num_fg_samples": 19.25, "rpn/num_neg_anchors": 247.75, "rpn/num_pos_anchors": 8.25, "time": 0.7900059600000304, "total_loss": 0.7690549297258258}
10
+ {"data_time": 0.010531931499940583, "eta_seconds": 520.1732246429343, "fast_rcnn/cls_accuracy": 0.953125, "fast_rcnn/false_negative": 1.0, "fast_rcnn/fg_cls_accuracy": 0.0, "iteration": 199, "loss_box_reg": 0.1624167263507843, "loss_cls": 0.16407103091478348, "loss_mask": 0.37790052592754364, "loss_rpn_cls": 0.0431074183434248, "loss_rpn_loc": 0.014795784838497639, "lr": 0.00028500142857142857, "mask_rcnn/accuracy": 0.8276549482219338, "mask_rcnn/false_negative": 0.17982371984010648, "mask_rcnn/false_positive": 0.1673197774851263, "roi_head/num_bg_samples": 488.0, "roi_head/num_fg_samples": 24.0, "rpn/num_neg_anchors": 247.375, "rpn/num_pos_anchors": 8.625, "time": 0.7933417929999678, "total_loss": 0.7556538465432823}
11
+ {"data_time": 0.0113720115000433, "eta_seconds": 507.9957979905248, "fast_rcnn/cls_accuracy": 0.955078125, "fast_rcnn/false_negative": 1.0, "fast_rcnn/fg_cls_accuracy": 0.0, "iteration": 219, "loss_box_reg": 0.1558159589767456, "loss_cls": 0.15257208049297333, "loss_mask": 0.3664610981941223, "loss_rpn_cls": 0.03834054432809353, "loss_rpn_loc": 0.017875028774142265, "lr": 0.0003135442857142857, "mask_rcnn/accuracy": 0.8321428205323461, "mask_rcnn/false_negative": 0.1684288401931615, "mask_rcnn/false_positive": 0.182928712557597, "roi_head/num_bg_samples": 489.0, "roi_head/num_fg_samples": 23.0, "rpn/num_neg_anchors": 246.0, "rpn/num_pos_anchors": 10.0, "time": 0.8018811184999777, "total_loss": 0.7656417302787304}
12
+ {"data_time": 0.009953760000030343, "eta_seconds": 495.34278037398644, "fast_rcnn/cls_accuracy": 0.95361328125, "fast_rcnn/false_negative": 1.0, "fast_rcnn/fg_cls_accuracy": 0.0, "iteration": 239, "loss_box_reg": 0.16317301243543625, "loss_cls": 0.1515762135386467, "loss_mask": 0.35019490122795105, "loss_rpn_cls": 0.03138280380517244, "loss_rpn_loc": 0.013707225676625967, "lr": 0.00034208714285714287, "mask_rcnn/accuracy": 0.8481883993489578, "mask_rcnn/false_negative": 0.14542085207077993, "mask_rcnn/false_positive": 0.16676680894155121, "roi_head/num_bg_samples": 488.25, "roi_head/num_fg_samples": 23.75, "rpn/num_neg_anchors": 247.625, "rpn/num_pos_anchors": 8.375, "time": 0.7646082979999846, "total_loss": 0.7197949094697833}
13
+ {"data_time": 0.010463203500080454, "eta_seconds": 482.0541709079732, "fast_rcnn/cls_accuracy": 0.952880859375, "fast_rcnn/false_negative": 1.0, "fast_rcnn/fg_cls_accuracy": 0.0, "iteration": 259, "loss_box_reg": 0.17628110945224762, "loss_cls": 0.15459086745977402, "loss_mask": 0.32335206866264343, "loss_rpn_cls": 0.02912087459117174, "loss_rpn_loc": 0.014521083328872919, "lr": 0.00037063000000000005, "mask_rcnn/accuracy": 0.8547198709029067, "mask_rcnn/false_negative": 0.1468187220492745, "mask_rcnn/false_positive": 0.14092326417703013, "roi_head/num_bg_samples": 487.875, "roi_head/num_fg_samples": 24.125, "rpn/num_neg_anchors": 247.5, "rpn/num_pos_anchors": 8.5, "time": 0.7735383819999697, "total_loss": 0.708244897890836}
14
+ {"data_time": 0.010333653999964554, "eta_seconds": 467.59573588953106, "fast_rcnn/cls_accuracy": 0.947265625, "fast_rcnn/false_negative": 1.0, "fast_rcnn/fg_cls_accuracy": 0.0, "iteration": 279, "loss_box_reg": 0.1741197481751442, "loss_cls": 0.14769035577774048, "loss_mask": 0.2957456111907959, "loss_rpn_cls": 0.023825712502002716, "loss_rpn_loc": 0.014056221581995487, "lr": 0.00039917285714285717, "mask_rcnn/accuracy": 0.8721034488062147, "mask_rcnn/false_negative": 0.12023065607158182, "mask_rcnn/false_positive": 0.14963391631935147, "roi_head/num_bg_samples": 485.0, "roi_head/num_fg_samples": 27.0, "rpn/num_neg_anchors": 246.125, "rpn/num_pos_anchors": 9.875, "time": 0.7829269174999354, "total_loss": 0.6598327858373523}
15
+ {"data_time": 0.014300580499934767, "eta_seconds": 454.8717120899881, "fast_rcnn/cls_accuracy": 0.9462890625, "fast_rcnn/false_negative": 1.0, "fast_rcnn/fg_cls_accuracy": 0.0, "iteration": 299, "loss_box_reg": 0.17825092375278473, "loss_cls": 0.1445900946855545, "loss_mask": 0.2929445654153824, "loss_rpn_cls": 0.018694033846259117, "loss_rpn_loc": 0.015541839879006147, "lr": 0.0004277157142857143, "mask_rcnn/accuracy": 0.8688222309566516, "mask_rcnn/false_negative": 0.12541015566188024, "mask_rcnn/false_positive": 0.13440878049281596, "roi_head/num_bg_samples": 484.5, "roi_head/num_fg_samples": 27.5, "rpn/num_neg_anchors": 246.875, "rpn/num_pos_anchors": 9.125, "time": 0.7835373009999103, "total_loss": 0.6353362556546926}
16
+ {"data_time": 0.010039113499942687, "eta_seconds": 441.966057123454, "fast_rcnn/cls_accuracy": 0.9521484375, "fast_rcnn/false_negative": 0.9274030222776133, "fast_rcnn/fg_cls_accuracy": 0.07259697772238666, "iteration": 319, "loss_box_reg": 0.16161800175905228, "loss_cls": 0.12019588425755501, "loss_mask": 0.25035545974969864, "loss_rpn_cls": 0.015251205768436193, "loss_rpn_loc": 0.011926371604204178, "lr": 0.0004562585714285715, "mask_rcnn/accuracy": 0.8919681471140032, "mask_rcnn/false_negative": 0.09229456184517978, "mask_rcnn/false_positive": 0.11677018347848564, "roi_head/num_bg_samples": 486.375, "roi_head/num_fg_samples": 25.625, "rpn/num_neg_anchors": 248.75, "rpn/num_pos_anchors": 7.25, "time": 0.8035976635001134, "total_loss": 0.5522598756942898}
17
+ {"data_time": 0.011933979500099667, "eta_seconds": 428.49165357905156, "fast_rcnn/cls_accuracy": 0.9462890625, "fast_rcnn/false_negative": 0.859465737514518, "fast_rcnn/fg_cls_accuracy": 0.140534262485482, "iteration": 339, "loss_box_reg": 0.18644345551729202, "loss_cls": 0.13736925274133682, "loss_mask": 0.27340617775917053, "loss_rpn_cls": 0.018829689361155033, "loss_rpn_loc": 0.014510061591863632, "lr": 0.00048480142857142854, "mask_rcnn/accuracy": 0.8778863528584511, "mask_rcnn/false_negative": 0.0970700243993958, "mask_rcnn/false_positive": 0.1230138691440374, "roi_head/num_bg_samples": 481.375, "roi_head/num_fg_samples": 30.625, "rpn/num_neg_anchors": 246.0, "rpn/num_pos_anchors": 10.0, "time": 0.826938969999901, "total_loss": 0.6550823203288019}
18
+ {"data_time": 0.011169963000043026, "eta_seconds": 413.49036913145443, "fast_rcnn/cls_accuracy": 0.957763671875, "fast_rcnn/false_negative": 0.7307230597431602, "fast_rcnn/fg_cls_accuracy": 0.26927694025683974, "iteration": 359, "loss_box_reg": 0.16989564150571823, "loss_cls": 0.12401320040225983, "loss_mask": 0.24526692181825638, "loss_rpn_cls": 0.013712179381400347, "loss_rpn_loc": 0.011583395767956972, "lr": 0.0005133442857142858, "mask_rcnn/accuracy": 0.8924208368799357, "mask_rcnn/false_negative": 0.11857020213222272, "mask_rcnn/false_positive": 0.1008372555367999, "roi_head/num_bg_samples": 481.75, "roi_head/num_fg_samples": 30.25, "rpn/num_neg_anchors": 247.875, "rpn/num_pos_anchors": 8.125, "time": 0.7833059820001154, "total_loss": 0.5563769587315619}
19
+ {"data_time": 0.010791940999979488, "eta_seconds": 400.0718083265016, "fast_rcnn/cls_accuracy": 0.95556640625, "fast_rcnn/false_negative": 0.592948717948718, "fast_rcnn/fg_cls_accuracy": 0.40705128205128205, "iteration": 379, "loss_box_reg": 0.15741752088069916, "loss_cls": 0.12602383270859718, "loss_mask": 0.25868619978427887, "loss_rpn_cls": 0.013199038803577423, "loss_rpn_loc": 0.013722273521125317, "lr": 0.0005418871428571429, "mask_rcnn/accuracy": 0.8868859563055992, "mask_rcnn/false_negative": 0.09587375991161151, "mask_rcnn/false_positive": 0.10181784479831646, "roi_head/num_bg_samples": 480.875, "roi_head/num_fg_samples": 31.125, "rpn/num_neg_anchors": 246.625, "rpn/num_pos_anchors": 9.375, "time": 0.8085667765000153, "total_loss": 0.5578803974203765}
20
+ {"data_time": 0.015932684500057803, "eta_seconds": 386.71487748297363, "fast_rcnn/cls_accuracy": 0.962158203125, "fast_rcnn/false_negative": 0.5763415992119577, "fast_rcnn/fg_cls_accuracy": 0.4236584007880423, "iteration": 399, "loss_box_reg": 0.14895028620958328, "loss_cls": 0.10599467903375626, "loss_mask": 0.26563797891139984, "loss_rpn_cls": 0.010813283268362284, "loss_rpn_loc": 0.014790793880820274, "lr": 0.00057043, "mask_rcnn/accuracy": 0.882905785669531, "mask_rcnn/false_negative": 0.10534201647452748, "mask_rcnn/false_positive": 0.12417367828233393, "roi_head/num_bg_samples": 478.625, "roi_head/num_fg_samples": 33.375, "rpn/num_neg_anchors": 245.875, "rpn/num_pos_anchors": 10.125, "time": 0.8027265800000123, "total_loss": 0.5270285969600081}
21
+ {"data_time": 0.01052487950005343, "eta_seconds": 372.03157145055184, "fast_rcnn/cls_accuracy": 0.9638671875, "fast_rcnn/false_negative": 0.4180803571428572, "fast_rcnn/fg_cls_accuracy": 0.5819196428571429, "iteration": 419, "loss_box_reg": 0.12019060552120209, "loss_cls": 0.09341337159276009, "loss_mask": 0.21267280727624893, "loss_rpn_cls": 0.009023148100823164, "loss_rpn_loc": 0.01039959117770195, "lr": 0.0005989728571428571, "mask_rcnn/accuracy": 0.9069666940202654, "mask_rcnn/false_negative": 0.09142014416232164, "mask_rcnn/false_positive": 0.10026418952281435, "roi_head/num_bg_samples": 481.75, "roi_head/num_fg_samples": 30.25, "rpn/num_neg_anchors": 248.625, "rpn/num_pos_anchors": 7.375, "time": 0.8140830605000247, "total_loss": 0.4472732343710959}
22
+ {"data_time": 0.0214568239999835, "eta_seconds": 358.3302147090183, "fast_rcnn/cls_accuracy": 0.96533203125, "fast_rcnn/false_negative": 0.4413236929922135, "fast_rcnn/fg_cls_accuracy": 0.5586763070077865, "iteration": 439, "loss_box_reg": 0.12409640848636627, "loss_cls": 0.08905452862381935, "loss_mask": 0.2212650254368782, "loss_rpn_cls": 0.006380387116223574, "loss_rpn_loc": 0.01193901477381587, "lr": 0.0006275157142857143, "mask_rcnn/accuracy": 0.9052664070763247, "mask_rcnn/false_negative": 0.09811072897189506, "mask_rcnn/false_positive": 0.09078642900946762, "roi_head/num_bg_samples": 479.0, "roi_head/num_fg_samples": 33.0, "rpn/num_neg_anchors": 246.625, "rpn/num_pos_anchors": 9.375, "time": 0.8222199299999602, "total_loss": 0.44681553647387773}
23
+ {"data_time": 0.021426507000001038, "eta_seconds": 343.89880837204475, "fast_rcnn/cls_accuracy": 0.967529296875, "fast_rcnn/false_negative": 0.37049483732709915, "fast_rcnn/fg_cls_accuracy": 0.6295051626729008, "iteration": 459, "loss_box_reg": 0.11868596822023392, "loss_cls": 0.08313167467713356, "loss_mask": 0.2213713675737381, "loss_rpn_cls": 0.006427185842767358, "loss_rpn_loc": 0.010507773142307997, "lr": 0.0006560585714285714, "mask_rcnn/accuracy": 0.9018470675376598, "mask_rcnn/false_negative": 0.09229688932151643, "mask_rcnn/false_positive": 0.09407660776083468, "roi_head/num_bg_samples": 478.25, "roi_head/num_fg_samples": 33.75, "rpn/num_neg_anchors": 246.75, "rpn/num_pos_anchors": 9.25, "time": 0.8129874690000634, "total_loss": 0.444914533989504}
24
+ {"data_time": 0.01272292600003766, "eta_seconds": 328.8810649379892, "fast_rcnn/cls_accuracy": 0.970458984375, "fast_rcnn/false_negative": 0.30105363984674327, "fast_rcnn/fg_cls_accuracy": 0.6989463601532566, "iteration": 479, "loss_box_reg": 0.11686655133962631, "loss_cls": 0.07866011559963226, "loss_mask": 0.19501934200525284, "loss_rpn_cls": 0.004200489958748221, "loss_rpn_loc": 0.008536504115909338, "lr": 0.0006846014285714286, "mask_rcnn/accuracy": 0.9166891490982609, "mask_rcnn/false_negative": 0.08841468035790453, "mask_rcnn/false_positive": 0.08865103974759503, "roi_head/num_bg_samples": 475.875, "roi_head/num_fg_samples": 36.125, "rpn/num_neg_anchors": 247.875, "rpn/num_pos_anchors": 8.125, "time": 0.7992872675000626, "total_loss": 0.416401335503906}
25
+ {"data_time": 0.010562474000039401, "eta_seconds": 313.8881364325076, "fast_rcnn/cls_accuracy": 0.967041015625, "fast_rcnn/false_negative": 0.25818871394092635, "fast_rcnn/fg_cls_accuracy": 0.7418112860590738, "iteration": 499, "loss_box_reg": 0.13206014782190323, "loss_cls": 0.0831511989235878, "loss_mask": 0.21107535064220428, "loss_rpn_cls": 0.005316863767802715, "loss_rpn_loc": 0.010819843970239162, "lr": 0.0007131442857142856, "mask_rcnn/accuracy": 0.909818028325719, "mask_rcnn/false_negative": 0.08547086553105036, "mask_rcnn/false_positive": 0.08969666328881654, "roi_head/num_bg_samples": 470.5, "roi_head/num_fg_samples": 41.5, "rpn/num_neg_anchors": 245.5, "rpn/num_pos_anchors": 10.5, "time": 0.8212703310000506, "total_loss": 0.4607269168482162}
26
+ {"data_time": 0.012561951999941812, "eta_seconds": 298.54761893099135, "fast_rcnn/cls_accuracy": 0.97705078125, "fast_rcnn/false_negative": 0.21757121945726832, "fast_rcnn/fg_cls_accuracy": 0.7824287805427317, "iteration": 519, "loss_box_reg": 0.09339875727891922, "loss_cls": 0.06485586240887642, "loss_mask": 0.1828337460756302, "loss_rpn_cls": 0.0031240712851285934, "loss_rpn_loc": 0.010095160454511642, "lr": 0.0007416871428571429, "mask_rcnn/accuracy": 0.9221348453074464, "mask_rcnn/false_negative": 0.06387160693469238, "mask_rcnn/false_positive": 0.09537419787142629, "roi_head/num_bg_samples": 475.625, "roi_head/num_fg_samples": 36.375, "rpn/num_neg_anchors": 246.25, "rpn/num_pos_anchors": 9.75, "time": 0.8112568909999709, "total_loss": 0.369519381725695}
27
+ {"data_time": 0.021316209500014338, "eta_seconds": 283.0792142280151, "fast_rcnn/cls_accuracy": 0.97119140625, "fast_rcnn/false_negative": 0.26030440536963506, "fast_rcnn/fg_cls_accuracy": 0.7396955946303649, "iteration": 539, "loss_box_reg": 0.09414796158671379, "loss_cls": 0.06920132786035538, "loss_mask": 0.1883087232708931, "loss_rpn_cls": 0.006146949715912342, "loss_rpn_loc": 0.008620933629572392, "lr": 0.00077023, "mask_rcnn/accuracy": 0.916639629429918, "mask_rcnn/false_negative": 0.07157934687350143, "mask_rcnn/false_positive": 0.09671026232449884, "roi_head/num_bg_samples": 474.125, "roi_head/num_fg_samples": 37.875, "rpn/num_neg_anchors": 246.625, "rpn/num_pos_anchors": 9.375, "time": 0.8162593880000486, "total_loss": 0.36323424405418336}
28
+ {"data_time": 0.010103816000082588, "eta_seconds": 267.92438148851045, "fast_rcnn/cls_accuracy": 0.97705078125, "fast_rcnn/false_negative": 0.1773015873015873, "fast_rcnn/fg_cls_accuracy": 0.8226984126984127, "iteration": 559, "loss_box_reg": 0.09745576977729797, "loss_cls": 0.06676498800516129, "loss_mask": 0.17082323879003525, "loss_rpn_cls": 0.002526029129512608, "loss_rpn_loc": 0.008553420659154654, "lr": 0.0007987728571428572, "mask_rcnn/accuracy": 0.9261606333865471, "mask_rcnn/false_negative": 0.07570067742667272, "mask_rcnn/false_positive": 0.07470431242639976, "roi_head/num_bg_samples": 474.875, "roi_head/num_fg_samples": 37.125, "rpn/num_neg_anchors": 246.875, "rpn/num_pos_anchors": 9.125, "time": 0.826255706500092, "total_loss": 0.3513955823145807}
29
+ {"data_time": 0.0101439999999684, "eta_seconds": 252.85170914846742, "fast_rcnn/cls_accuracy": 0.975830078125, "fast_rcnn/false_negative": 0.1350174924741681, "fast_rcnn/fg_cls_accuracy": 0.864982507525832, "iteration": 579, "loss_box_reg": 0.08561907708644867, "loss_cls": 0.0619311910122633, "loss_mask": 0.17127752304077148, "loss_rpn_cls": 0.0030421693809330463, "loss_rpn_loc": 0.007031033048406243, "lr": 0.0008273157142857144, "mask_rcnn/accuracy": 0.9276491580238653, "mask_rcnn/false_negative": 0.07422500860424538, "mask_rcnn/false_positive": 0.0780544432849499, "roi_head/num_bg_samples": 477.25, "roi_head/num_fg_samples": 34.75, "rpn/num_neg_anchors": 247.875, "rpn/num_pos_anchors": 8.125, "time": 0.8005357949999734, "total_loss": 0.3324737185612321}
30
+ {"bbox/AP": 11.530767021051412, "bbox/AP50": 27.776673902302857, "bbox/AP75": 3.355335533553356, "bbox/APl": 9.11486637385543, "bbox/APm": 19.548872381720372, "bbox/APs": 0.0, "data_time": 0.010613509000108934, "eta_seconds": 237.2098542555059, "fast_rcnn/cls_accuracy": 0.982666015625, "fast_rcnn/false_negative": 0.11303239083750895, "fast_rcnn/fg_cls_accuracy": 0.8869676091624911, "iteration": 599, "loss_box_reg": 0.0781102292239666, "loss_cls": 0.04900742881000042, "loss_mask": 0.15841098129749298, "loss_rpn_cls": 0.003111379686743021, "loss_rpn_loc": 0.006343829678371549, "lr": 0.0008558585714285715, "mask_rcnn/accuracy": 0.9304155637356274, "mask_rcnn/false_negative": 0.06115910218390176, "mask_rcnn/false_positive": 0.07514746139821515, "roi_head/num_bg_samples": 477.5, "roi_head/num_fg_samples": 34.5, "rpn/num_neg_anchors": 249.0, "rpn/num_pos_anchors": 7.0, "segm/AP": 10.238344772056887, "segm/AP50": 25.060506050605056, "segm/AP75": 8.119148077795895, "segm/APl": 7.723572292588017, "segm/APm": 15.347228584917483, "segm/APs": 0.0, "time": 0.8044674330000134, "total_loss": 0.2882728961412795}
31
+ {"data_time": 0.012519071999918197, "eta_seconds": 221.5015091784561, "fast_rcnn/cls_accuracy": 0.9814453125, "fast_rcnn/false_negative": 0.14783653846153846, "fast_rcnn/fg_cls_accuracy": 0.8521634615384615, "iteration": 619, "loss_box_reg": 0.08464597910642624, "loss_cls": 0.047568028792738914, "loss_mask": 0.17164690792560577, "loss_rpn_cls": 0.0027929977513849735, "loss_rpn_loc": 0.008206340484321117, "lr": 4.422007142857143e-05, "mask_rcnn/accuracy": 0.926007746310967, "mask_rcnn/false_negative": 0.07699017187983141, "mask_rcnn/false_positive": 0.0697400779584616, "roi_head/num_bg_samples": 469.875, "roi_head/num_fg_samples": 42.125, "rpn/num_neg_anchors": 246.125, "rpn/num_pos_anchors": 9.875, "time": 0.8197210700001278, "total_loss": 0.3037487557157874}
32
+ {"data_time": 0.020738156999982493, "eta_seconds": 206.32367780546986, "fast_rcnn/cls_accuracy": 0.98046875, "fast_rcnn/false_negative": 0.15752414163090128, "fast_rcnn/fg_cls_accuracy": 0.8424758583690988, "iteration": 639, "loss_box_reg": 0.09480772912502289, "loss_cls": 0.05769791454076767, "loss_mask": 0.16346140205860138, "loss_rpn_cls": 0.005081300623714924, "loss_rpn_loc": 0.010294120758771896, "lr": 4.564721428571429e-05, "mask_rcnn/accuracy": 0.928366420002341, "mask_rcnn/false_negative": 0.07401766468235585, "mask_rcnn/false_positive": 0.07045302206620704, "roi_head/num_bg_samples": 470.625, "roi_head/num_fg_samples": 41.375, "rpn/num_neg_anchors": 245.75, "rpn/num_pos_anchors": 10.25, "time": 0.8575277380000443, "total_loss": 0.33448151708580554}
33
+ {"data_time": 0.01934691900009966, "eta_seconds": 190.835497778515, "fast_rcnn/cls_accuracy": 0.98095703125, "fast_rcnn/false_negative": 0.1596559517830236, "fast_rcnn/fg_cls_accuracy": 0.8403440482169764, "iteration": 659, "loss_box_reg": 0.07850439101457596, "loss_cls": 0.04298926331102848, "loss_mask": 0.14388590306043625, "loss_rpn_cls": 0.002029569644946605, "loss_rpn_loc": 0.007252501090988517, "lr": 4.707435714285715e-05, "mask_rcnn/accuracy": 0.9369382289628769, "mask_rcnn/false_negative": 0.06182309786176786, "mask_rcnn/false_positive": 0.07184171006109952, "roi_head/num_bg_samples": 474.5, "roi_head/num_fg_samples": 37.5, "rpn/num_neg_anchors": 246.875, "rpn/num_pos_anchors": 9.125, "time": 0.8072513194999829, "total_loss": 0.2754080494923983}
34
+ {"data_time": 0.014878758500003642, "eta_seconds": 175.29915618150574, "fast_rcnn/cls_accuracy": 0.978271484375, "fast_rcnn/false_negative": 0.14960214744511552, "fast_rcnn/fg_cls_accuracy": 0.8503978525548845, "iteration": 679, "loss_box_reg": 0.10766401141881943, "loss_cls": 0.05809934809803963, "loss_mask": 0.17491323500871658, "loss_rpn_cls": 0.002482988405972719, "loss_rpn_loc": 0.008843288291245699, "lr": 4.85015e-05, "mask_rcnn/accuracy": 0.9240981717485477, "mask_rcnn/false_negative": 0.07076326699341662, "mask_rcnn/false_positive": 0.0745782926783497, "roi_head/num_bg_samples": 469.875, "roi_head/num_fg_samples": 42.125, "rpn/num_neg_anchors": 246.25, "rpn/num_pos_anchors": 9.75, "time": 0.8386578290001125, "total_loss": 0.3602428218291607}
35
+ {"data_time": 0.017084272000033707, "eta_seconds": 159.62368177050485, "fast_rcnn/cls_accuracy": 0.9814453125, "fast_rcnn/false_negative": 0.14838789478024245, "fast_rcnn/fg_cls_accuracy": 0.8516121052197576, "iteration": 699, "loss_box_reg": 0.08279180526733398, "loss_cls": 0.04974375665187836, "loss_mask": 0.15986769646406174, "loss_rpn_cls": 0.003327531972900033, "loss_rpn_loc": 0.008457154501229525, "lr": 4.9928642857142865e-05, "mask_rcnn/accuracy": 0.9316827623906705, "mask_rcnn/false_negative": 0.061263956632762455, "mask_rcnn/false_positive": 0.07687572652568662, "roi_head/num_bg_samples": 472.625, "roi_head/num_fg_samples": 39.375, "rpn/num_neg_anchors": 247.125, "rpn/num_pos_anchors": 8.875, "time": 0.8232092944999749, "total_loss": 0.30273677938384935}
36
+ {"data_time": 0.010892178000062813, "eta_seconds": 143.8003926575031, "fast_rcnn/cls_accuracy": 0.978271484375, "fast_rcnn/false_negative": 0.1483325613710051, "fast_rcnn/fg_cls_accuracy": 0.8516674386289949, "iteration": 719, "loss_box_reg": 0.08497508987784386, "loss_cls": 0.05230994522571564, "loss_mask": 0.1702117919921875, "loss_rpn_cls": 0.0021012434735894203, "loss_rpn_loc": 0.009365660138428211, "lr": 5e-05, "mask_rcnn/accuracy": 0.9269023695543791, "mask_rcnn/false_negative": 0.07095767184017412, "mask_rcnn/false_positive": 0.07296291746282185, "roi_head/num_bg_samples": 472.0, "roi_head/num_fg_samples": 40.0, "rpn/num_neg_anchors": 244.875, "rpn/num_pos_anchors": 11.125, "time": 0.8110782735000157, "total_loss": 0.3254691450856626}
37
+ {"data_time": 0.01017398449994289, "eta_seconds": 127.91084650750275, "fast_rcnn/cls_accuracy": 0.985107421875, "fast_rcnn/false_negative": 0.14180622009569377, "fast_rcnn/fg_cls_accuracy": 0.8581937799043062, "iteration": 739, "loss_box_reg": 0.06408363208174706, "loss_cls": 0.040208399295806885, "loss_mask": 0.14488127082586288, "loss_rpn_cls": 0.001665426534600556, "loss_rpn_loc": 0.007062165532261133, "lr": 5e-05, "mask_rcnn/accuracy": 0.9368108834018682, "mask_rcnn/false_negative": 0.06619269311723555, "mask_rcnn/false_positive": 0.06576077969653613, "roi_head/num_bg_samples": 477.25, "roi_head/num_fg_samples": 34.75, "rpn/num_neg_anchors": 248.375, "rpn/num_pos_anchors": 7.625, "time": 0.7987098720000176, "total_loss": 0.24948624905664474}
38
+ {"data_time": 0.012365320499952759, "eta_seconds": 112.09340923800187, "fast_rcnn/cls_accuracy": 0.9794921875, "fast_rcnn/false_negative": 0.15264550264550264, "fast_rcnn/fg_cls_accuracy": 0.8473544973544973, "iteration": 759, "loss_box_reg": 0.11234832182526588, "loss_cls": 0.05699649639427662, "loss_mask": 0.16287121176719666, "loss_rpn_cls": 0.00145715317921713, "loss_rpn_loc": 0.009273790754377842, "lr": 5e-05, "mask_rcnn/accuracy": 0.9306184889674369, "mask_rcnn/false_negative": 0.07287073946027253, "mask_rcnn/false_positive": 0.0713066576637393, "roi_head/num_bg_samples": 468.25, "roi_head/num_fg_samples": 43.75, "rpn/num_neg_anchors": 246.375, "rpn/num_pos_anchors": 9.625, "time": 0.8288710634999461, "total_loss": 0.36196870217099786}
39
+ {"data_time": 0.01707978750005168, "eta_seconds": 96.2443188135054, "fast_rcnn/cls_accuracy": 0.98095703125, "fast_rcnn/false_negative": 0.15425287356321837, "fast_rcnn/fg_cls_accuracy": 0.8457471264367816, "iteration": 779, "loss_box_reg": 0.08165109157562256, "loss_cls": 0.046433255076408386, "loss_mask": 0.1666179969906807, "loss_rpn_cls": 0.0016479426994919777, "loss_rpn_loc": 0.007420399691909552, "lr": 5e-05, "mask_rcnn/accuracy": 0.9303109740828847, "mask_rcnn/false_negative": 0.0718193997271776, "mask_rcnn/false_positive": 0.07212113841669932, "roi_head/num_bg_samples": 474.5, "roi_head/num_fg_samples": 37.5, "rpn/num_neg_anchors": 247.5, "rpn/num_pos_anchors": 8.5, "time": 0.8220393665000074, "total_loss": 0.30397391704900656}
40
+ {"data_time": 0.0122199444999751, "eta_seconds": 80.39705721749681, "fast_rcnn/cls_accuracy": 0.97998046875, "fast_rcnn/false_negative": 0.1318327056943969, "fast_rcnn/fg_cls_accuracy": 0.8681672943056031, "iteration": 799, "loss_box_reg": 0.07783759012818336, "loss_cls": 0.047694189473986626, "loss_mask": 0.13901205360889435, "loss_rpn_cls": 0.0017537600360810757, "loss_rpn_loc": 0.007639299146831036, "lr": 5e-05, "mask_rcnn/accuracy": 0.9411477984050763, "mask_rcnn/false_negative": 0.059745389801582796, "mask_rcnn/false_positive": 0.07167114708728566, "roi_head/num_bg_samples": 476.25, "roi_head/num_fg_samples": 35.75, "rpn/num_neg_anchors": 248.625, "rpn/num_pos_anchors": 7.375, "time": 0.8325146594999069, "total_loss": 0.27016602974617854}
41
+ {"data_time": 0.011298639999949955, "eta_seconds": 64.51803993149849, "fast_rcnn/cls_accuracy": 0.98193359375, "fast_rcnn/false_negative": 0.12172902910247005, "fast_rcnn/fg_cls_accuracy": 0.87827097089753, "iteration": 819, "loss_box_reg": 0.07133794203400612, "loss_cls": 0.042737286537885666, "loss_mask": 0.16726015508174896, "loss_rpn_cls": 0.0023619694402441382, "loss_rpn_loc": 0.007808269700035453, "lr": 2.5000000000000006e-06, "mask_rcnn/accuracy": 0.9263729722658294, "mask_rcnn/false_negative": 0.07601653658721988, "mask_rcnn/false_positive": 0.06613519835187352, "roi_head/num_bg_samples": 474.875, "roi_head/num_fg_samples": 37.125, "rpn/num_neg_anchors": 247.5, "rpn/num_pos_anchors": 8.5, "time": 0.8185682929999984, "total_loss": 0.32322824866423616}
42
+ {"data_time": 0.015459483999961776, "eta_seconds": 48.628538668508895, "fast_rcnn/cls_accuracy": 0.981689453125, "fast_rcnn/false_negative": 0.15523131260494472, "fast_rcnn/fg_cls_accuracy": 0.8447686873950553, "iteration": 839, "loss_box_reg": 0.07444252073764801, "loss_cls": 0.04923197999596596, "loss_mask": 0.15491176396608353, "loss_rpn_cls": 0.0026051958557218313, "loss_rpn_loc": 0.008966663852334023, "lr": 2.5000000000000006e-06, "mask_rcnn/accuracy": 0.9350480483455518, "mask_rcnn/false_negative": 0.059504157442151345, "mask_rcnn/false_positive": 0.07676103454261697, "roi_head/num_bg_samples": 470.5, "roi_head/num_fg_samples": 41.5, "rpn/num_neg_anchors": 246.25, "rpn/num_pos_anchors": 9.75, "time": 0.8223256449998644, "total_loss": 0.29642796870029997}
43
+ {"data_time": 0.010348130999886962, "eta_seconds": 32.70802388000084, "fast_rcnn/cls_accuracy": 0.98193359375, "fast_rcnn/false_negative": 0.15275503520550188, "fast_rcnn/fg_cls_accuracy": 0.8472449647944982, "iteration": 859, "loss_box_reg": 0.07505567744374275, "loss_cls": 0.04427695460617542, "loss_mask": 0.15078721195459366, "loss_rpn_cls": 0.00181294372305274, "loss_rpn_loc": 0.006740530487149954, "lr": 2.5000000000000006e-06, "mask_rcnn/accuracy": 0.9351302069050971, "mask_rcnn/false_negative": 0.06891605114405272, "mask_rcnn/false_positive": 0.06097711253951477, "roi_head/num_bg_samples": 477.25, "roi_head/num_fg_samples": 34.75, "rpn/num_neg_anchors": 247.875, "rpn/num_pos_anchors": 8.125, "time": 0.8380418674998964, "total_loss": 0.2789311379601713}
44
+ {"data_time": 0.010652260500137345, "eta_seconds": 16.75914874200123, "fast_rcnn/cls_accuracy": 0.97802734375, "fast_rcnn/false_negative": 0.14226214371738258, "fast_rcnn/fg_cls_accuracy": 0.8577378562826175, "iteration": 879, "loss_box_reg": 0.08159735426306725, "loss_cls": 0.05623624846339226, "loss_mask": 0.1583363339304924, "loss_rpn_cls": 0.002596252947114408, "loss_rpn_loc": 0.008177382871508598, "lr": 2.5000000000000006e-06, "mask_rcnn/accuracy": 0.9314100833342882, "mask_rcnn/false_negative": 0.06785144202104353, "mask_rcnn/false_positive": 0.0735336470966681, "roi_head/num_bg_samples": 471.875, "roi_head/num_fg_samples": 40.125, "rpn/num_neg_anchors": 246.75, "rpn/num_pos_anchors": 9.25, "time": 0.8250850569999102, "total_loss": 0.3033409734489396}
45
+ {"bbox/AP": 13.868351663332545, "bbox/AP50": 32.05338889326599, "bbox/AP75": 9.414625673093624, "bbox/APl": 10.994118642633493, "bbox/APm": 19.9372678306678, "bbox/APs": 0.0, "data_time": 0.010525912500042978, "eta_seconds": 0.7989364345000922, "fast_rcnn/cls_accuracy": 0.981689453125, "fast_rcnn/false_negative": 0.14123448581560283, "fast_rcnn/fg_cls_accuracy": 0.8587655141843972, "iteration": 899, "loss_box_reg": 0.07802395895123482, "loss_cls": 0.045731863006949425, "loss_mask": 0.16672753542661667, "loss_rpn_cls": 0.0028624304104596376, "loss_rpn_loc": 0.007516676560044289, "lr": 2.5000000000000006e-06, "mask_rcnn/accuracy": 0.9286328756000728, "mask_rcnn/false_negative": 0.07039633011693458, "mask_rcnn/false_positive": 0.06799211912528617, "roi_head/num_bg_samples": 475.125, "roi_head/num_fg_samples": 36.875, "rpn/num_neg_anchors": 248.0, "rpn/num_pos_anchors": 8.0, "segm/AP": 13.03016765141614, "segm/AP50": 29.023178179886948, "segm/AP75": 12.21122112211221, "segm/APl": 8.916677382023916, "segm/APm": 18.473139815597587, "segm/APs": 0.0, "time": 0.8361650735000694, "total_loss": 0.29073076213535387}
output/model_final.pth ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:3a57efdffe807a6e1a05479af0fbe367a561e33c7d31e8010992e0f158ce5ee1
3
+ size 351009594
src/__init__.py ADDED
@@ -0,0 +1 @@
 
 
1
+ from .model import *
src/__pycache__/__init__.cpython-310.pyc ADDED
Binary file (190 Bytes). View file
 
src/__pycache__/model.cpython-310.pyc ADDED
Binary file (2.26 kB). View file
 
src/model.py ADDED
@@ -0,0 +1,58 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import os
2
+ from pathlib import Path
3
+ import numpy as np
4
+ import cv2
5
+
6
+ from detectron2 import model_zoo
7
+ from detectron2.engine import DefaultPredictor
8
+ from detectron2.config import get_cfg
9
+ from detectron2.utils.visualizer import Visualizer
10
+ from detectron2.utils.visualizer import ColorMode
11
+
12
+
13
+
14
+ PATH_PROJECT = Path(__file__).parent.parent
15
+
16
+ def get_model():
17
+
18
+ """
19
+ This function is for the model of the project
20
+ """
21
+ cfg = get_cfg()
22
+ cfg.merge_from_file(model_zoo.get_config_file("COCO-InstanceSegmentation/mask_rcnn_R_50_FPN_3x.yaml"))
23
+ cfg.MODEL.ROI_HEADS.SCORE_THRESH_TEST = 0.7 # set threshold for this model
24
+ cfg.MODEL.WEIGHTS = str(PATH_PROJECT/"output"/"model_final.pth") # Let training initialize from model zoo
25
+ cfg.MODEL.ROI_HEADS.NUM_CLASSES = 2
26
+ predictor = DefaultPredictor(cfg)
27
+ return predictor
28
+
29
+
30
+ def predict_image(img_pil):
31
+ """
32
+ This function is for the prediction of the model
33
+ return the image with the prediction and the areas of the objects
34
+ """
35
+ predictor = get_model()
36
+ img_array = np.array(img_pil)
37
+ outputs = predictor(img_array)
38
+ v = Visualizer(img_array,
39
+ scale=1,
40
+ instance_mode=ColorMode.IMAGE_BW # remove the colors of unsegmented pixels
41
+ )
42
+ v = v.draw_instance_predictions(outputs["instances"].to("cpu"))
43
+ image_output = v.get_image()[:, :, ::-1].copy()
44
+
45
+ masks = outputs["instances"].pred_masks.cpu().numpy()
46
+ class_ids = outputs["instances"].pred_classes.cpu().numpy()
47
+ areas = [np.sum(mask) for mask in masks]
48
+ # Add text labels with the object IDs and areas
49
+ for i, (mask, class_id, area) in enumerate(zip(masks, class_ids, areas)):
50
+ text = f"The id is {i}"
51
+ text_size, _ = cv2.getTextSize(text, cv2.FONT_HERSHEY_SIMPLEX, fontScale=0.5, thickness=1)
52
+ pos = (np.unravel_index(np.argmax(mask), mask.shape))[::-1]
53
+ pos = (pos[0] - text_size[0]//2, pos[1] - text_size[1]//2)
54
+ cv2.putText(image_output, text, pos, cv2.FONT_HERSHEY_SIMPLEX, fontScale=0.5, color=(0,0,255), thickness=1)
55
+
56
+ values = {"image":image_output, "areas":areas, "masks":masks}
57
+ return values
58
+