Hugging Face's logo

StevenChen16
/
cs2-yolov9

Model card Files Community
StevenChen16 commited on
Commit
a6aca01
•
1 Parent(s): e45e9af

Upload 21 files

Browse files
Files changed (21) hide show
  1. F1_curve.png +0 -0
  2. PR_curve.png +0 -0
  3. P_curve.png +0 -0
  4. R_curve.png +0 -0
  5. confusion_matrix.png +0 -0
  6. hyp.yaml +29 -0
  7. labels.jpg +0 -0
  8. labels_correlogram.jpg +0 -0
  9. opt.yaml +73 -0
  10. results.csv +333 -0
  11. results.png +0 -0
  12. train_batch0.jpg +0 -0
  13. train_batch1.jpg +0 -0
  14. train_batch2.jpg +0 -0
  15. val_batch0_labels.jpg +0 -0
  16. val_batch0_pred.jpg +0 -0
  17. val_batch1_labels.jpg +0 -0
  18. val_batch1_pred.jpg +0 -0
  19. val_batch2_labels.jpg +0 -0
  20. val_batch2_pred.jpg +0 -0
  21. weights/best.pt +3 -0
F1_curve.png ADDED
PR_curve.png ADDED
P_curve.png ADDED
R_curve.png ADDED
confusion_matrix.png ADDED
hyp.yaml ADDED
@@ -0,0 +1,29 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ lr0: 0.01
2
+ lrf: 0.01
3
+ momentum: 0.937
4
+ weight_decay: 0.0005
5
+ warmup_epochs: 3.0
6
+ warmup_momentum: 0.8
7
+ warmup_bias_lr: 0.1
8
+ box: 7.5
9
+ cls: 0.5
10
+ cls_pw: 1.0
11
+ obj: 0.7
12
+ obj_pw: 1.0
13
+ dfl: 1.5
14
+ iou_t: 0.2
15
+ anchor_t: 5.0
16
+ fl_gamma: 0.0
17
+ hsv_h: 0.015
18
+ hsv_s: 0.7
19
+ hsv_v: 0.4
20
+ degrees: 0.0
21
+ translate: 0.1
22
+ scale: 0.9
23
+ shear: 0.0
24
+ perspective: 0.0
25
+ flipud: 0.0
26
+ fliplr: 0.5
27
+ mosaic: 1.0
28
+ mixup: 0.15
29
+ copy_paste: 0.3
labels.jpg ADDED
labels_correlogram.jpg ADDED
opt.yaml ADDED
@@ -0,0 +1,73 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ weights: ''
2
+ cfg: models/detect/yolov9-e.yaml
3
+ data: /kaggle/input/cs2-yolo/CS2-yolov9-kaggle.yaml
4
+ hyp:
5
+ lr0: 0.01
6
+ lrf: 0.01
7
+ momentum: 0.937
8
+ weight_decay: 0.0005
9
+ warmup_epochs: 3.0
10
+ warmup_momentum: 0.8
11
+ warmup_bias_lr: 0.1
12
+ box: 7.5
13
+ cls: 0.5
14
+ cls_pw: 1.0
15
+ obj: 0.7
16
+ obj_pw: 1.0
17
+ dfl: 1.5
18
+ iou_t: 0.2
19
+ anchor_t: 5.0
20
+ fl_gamma: 0.0
21
+ hsv_h: 0.015
22
+ hsv_s: 0.7
23
+ hsv_v: 0.4
24
+ degrees: 0.0
25
+ translate: 0.1
26
+ scale: 0.9
27
+ shear: 0.0
28
+ perspective: 0.0
29
+ flipud: 0.0
30
+ fliplr: 0.5
31
+ mosaic: 1.0
32
+ mixup: 0.15
33
+ copy_paste: 0.3
34
+ epochs: 500
35
+ batch_size: 16
36
+ imgsz: 640
37
+ rect: false
38
+ resume: false
39
+ nosave: false
40
+ noval: false
41
+ noautoanchor: false
42
+ noplots: false
43
+ evolve: null
44
+ bucket: ''
45
+ cache: null
46
+ image_weights: false
47
+ device: 0,1
48
+ multi_scale: false
49
+ single_cls: false
50
+ optimizer: SGD
51
+ sync_bn: false
52
+ workers: 8
53
+ project: runs/train
54
+ name: cs2
55
+ exist_ok: false
56
+ quad: false
57
+ cos_lr: false
58
+ flat_cos_lr: false
59
+ fixed_lr: false
60
+ label_smoothing: 0.0
61
+ patience: 100
62
+ freeze:
63
+ - 0
64
+ save_period: -1
65
+ seed: 0
66
+ local_rank: -1
67
+ min_items: 0
68
+ close_mosaic: 15
69
+ entity: null
70
+ upload_dataset: false
71
+ bbox_interval: -1
72
+ artifact_alias: latest
73
+ save_dir: runs/train/cs2
results.csv ADDED
@@ -0,0 +1,333 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ epoch, train/box_loss, train/cls_loss, train/dfl_loss, metrics/precision, metrics/recall, metrics/mAP_0.5,metrics/mAP_0.5:0.95, val/box_loss, val/cls_loss, val/dfl_loss, x/lr0, x/lr1, x/lr2
2
+ 0, 5.7635, 9.9224, 5.149, 0, 0, 0, 0, 0, 0, 0, 0.070652, 0.0032609, 0.0032609
3
+ 1, 5.7753, 8.7089, 5.2378, 0, 0, 0, 0, 0, 0, 0, 0.040639, 0.0065811, 0.0065811
4
+ 2, 5.9109, 9.428, 5.2617, 0, 0, 0, 0, 0, 0, 0, 0.010613, 0.0098882, 0.0098882
5
+ 3, 5.7875, 8.8956, 5.2738, 0, 0, 0, 0, 0, 0, 0, 0.0099406, 0.0099406, 0.0099406
6
+ 4, 5.5804, 8.1974, 5.0881, 0, 0, 0, 0, 0, 0, 0, 0.0099406, 0.0099406, 0.0099406
7
+ 5, 5.6699, 7.0793, 5.1201, 0, 0, 0, 0, 0, 0, 0, 0.0099208, 0.0099208, 0.0099208
8
+ 6, 5.2651, 6.0869, 4.8938, 1.1419e-05, 0.016667, 6.4196e-06, 6.4196e-07, 0, 0, 0, 0.009901, 0.009901, 0.009901
9
+ 7, 4.5721, 5.3588, 4.44, 0.52248, 0.016667, 0.0024707, 0.00026677, 0, 0, 0, 0.0098812, 0.0098812, 0.0098812
10
+ 8, 4.175, 5.091, 4.0309, 0.50017, 0.083333, 0.00032566, 8.8926e-05, 0, 0, 0, 0.0098614, 0.0098614, 0.0098614
11
+ 9, 3.8556, 4.7799, 3.7092, 0.5516, 0.016667, 0.01776, 0.007053, 0, 0, 0, 0.0098416, 0.0098416, 0.0098416
12
+ 10, 3.6525, 4.5804, 3.4809, 0.59878, 0.083333, 0.044675, 0.0098473, 0, 0, 0, 0.0098218, 0.0098218, 0.0098218
13
+ 11, 3.5634, 4.2854, 3.3618, 0.85421, 0.033333, 0.045216, 0.008672, 0, 0, 0, 0.009802, 0.009802, 0.009802
14
+ 12, 3.3837, 4.1346, 3.168, 0.6028, 0.083333, 0.070645, 0.023724, 0, 0, 0, 0.0097822, 0.0097822, 0.0097822
15
+ 13, 3.3118, 4.008, 3.0713, 0.60577, 0.11667, 0.10058, 0.023323, 0, 0, 0, 0.0097624, 0.0097624, 0.0097624
16
+ 14, 3.1145, 3.9691, 2.9053, 0.61216, 0.066667, 0.068213, 0.018235, 0, 0, 0, 0.0097426, 0.0097426, 0.0097426
17
+ 15, 3.1105, 3.6576, 2.8287, 0.39332, 0.2799, 0.16972, 0.048577, 0, 0, 0, 0.0097228, 0.0097228, 0.0097228
18
+ 16, 3.0163, 3.4752, 2.7478, 0.26861, 0.13083, 0.12801, 0.045764, 0, 0, 0, 0.009703, 0.009703, 0.009703
19
+ 17, 3.0188, 3.4389, 2.7295, 0.24897, 0.27676, 0.15024, 0.0418, 0, 0, 0, 0.0096832, 0.0096832, 0.0096832
20
+ 18, 3.0299, 3.4537, 2.7212, 0.22987, 0.15395, 0.12149, 0.031646, 0, 0, 0, 0.0096634, 0.0096634, 0.0096634
21
+ 19, 2.911, 3.2832, 2.648, 0.16322, 0.10375, 0.075574, 0.020789, 0, 0, 0, 0.0096436, 0.0096436, 0.0096436
22
+ 20, 2.865, 3.2433, 2.6087, 0.21069, 0.21458, 0.17878, 0.06155, 0, 0, 0, 0.0096238, 0.0096238, 0.0096238
23
+ 21, 2.777, 3.1029, 2.5274, 0.3849, 0.29133, 0.27055, 0.10634, 0, 0, 0, 0.009604, 0.009604, 0.009604
24
+ 22, 2.7872, 2.923, 2.4589, 0.39749, 0.22218, 0.2106, 0.076457, 0, 0, 0, 0.0095842, 0.0095842, 0.0095842
25
+ 23, 2.6829, 2.788, 2.435, 0.46746, 0.35759, 0.31236, 0.11241, 0, 0, 0, 0.0095644, 0.0095644, 0.0095644
26
+ 24, 2.6543, 2.7311, 2.3264, 0.37593, 0.24125, 0.24134, 0.092624, 0, 0, 0, 0.0095446, 0.0095446, 0.0095446
27
+ 25, 2.698, 2.7628, 2.3669, 0.43773, 0.29607, 0.3329, 0.12215, 0, 0, 0, 0.0095248, 0.0095248, 0.0095248
28
+ 26, 2.6237, 2.6769, 2.3847, 0.35851, 0.21875, 0.20551, 0.084107, 0, 0, 0, 0.009505, 0.009505, 0.009505
29
+ 27, 2.6345, 2.6166, 2.3248, 0.38144, 0.45958, 0.3712, 0.14871, 0, 0, 0, 0.0094852, 0.0094852, 0.0094852
30
+ 28, 2.587, 2.5209, 2.2663, 0.51193, 0.46263, 0.42132, 0.16361, 0, 0, 0, 0.0094654, 0.0094654, 0.0094654
31
+ 29, 2.5029, 2.4039, 2.267, 0.40461, 0.40292, 0.34804, 0.12732, 0, 0, 0, 0.0094456, 0.0094456, 0.0094456
32
+ 30, 2.53, 2.5031, 2.2443, 0.6412, 0.30099, 0.40728, 0.16643, 0, 0, 0, 0.0094258, 0.0094258, 0.0094258
33
+ 31, 2.5509, 2.4781, 2.2286, 0.35876, 0.32012, 0.32339, 0.13211, 0, 0, 0, 0.009406, 0.009406, 0.009406
34
+ 32, 2.451, 2.2737, 2.1605, 0.63566, 0.4375, 0.47024, 0.19782, 0, 0, 0, 0.0093862, 0.0093862, 0.0093862
35
+ 33, 2.5113, 2.3107, 2.1508, 0.67096, 0.34608, 0.46125, 0.2245, 0, 0, 0, 0.0093664, 0.0093664, 0.0093664
36
+ 34, 2.4449, 2.2547, 2.1142, 0.73408, 0.40856, 0.4604, 0.21523, 0, 0, 0, 0.0093466, 0.0093466, 0.0093466
37
+ 35, 2.3416, 2.1859, 2.0517, 0.61148, 0.35288, 0.39257, 0.16973, 0, 0, 0, 0.0093268, 0.0093268, 0.0093268
38
+ 36, 2.4123, 2.1905, 2.1537, 0.5694, 0.38998, 0.48456, 0.20496, 0, 0, 0, 0.009307, 0.009307, 0.009307
39
+ 37, 2.4015, 2.1198, 2.0643, 0.52397, 0.56883, 0.51072, 0.20658, 0, 0, 0, 0.0092872, 0.0092872, 0.0092872
40
+ 38, 2.3936, 2.1126, 2.1072, 0.52673, 0.48417, 0.46427, 0.21077, 0, 0, 0, 0.0092674, 0.0092674, 0.0092674
41
+ 39, 2.4299, 2.142, 2.0727, 0.60294, 0.49339, 0.51431, 0.21258, 0, 0, 0, 0.0092476, 0.0092476, 0.0092476
42
+ 40, 2.3174, 1.986, 1.9966, 0.62471, 0.48565, 0.516, 0.22014, 0, 0, 0, 0.0092278, 0.0092278, 0.0092278
43
+ 41, 2.3659, 1.9975, 2.0074, 0.58391, 0.54493, 0.53599, 0.24784, 0, 0, 0, 0.009208, 0.009208, 0.009208
44
+ 42, 2.4295, 2.0623, 2.0462, 0.62144, 0.4914, 0.57226, 0.26713, 0, 0, 0, 0.0091882, 0.0091882, 0.0091882
45
+ 43, 2.3367, 2.0283, 2.0511, 0.65521, 0.48187, 0.5829, 0.25216, 0, 0, 0, 0.0091684, 0.0091684, 0.0091684
46
+ 44, 2.3832, 2.0231, 2.0146, 0.54809, 0.30788, 0.34527, 0.16798, 0, 0, 0, 0.0091486, 0.0091486, 0.0091486
47
+ 45, 2.2847, 1.9238, 2.0127, 0.68543, 0.61998, 0.59169, 0.26365, 0, 0, 0, 0.0091288, 0.0091288, 0.0091288
48
+ 46, 2.3369, 1.9449, 2.0286, 0.69315, 0.49772, 0.53733, 0.25005, 0, 0, 0, 0.009109, 0.009109, 0.009109
49
+ 47, 2.2853, 1.9659, 1.9862, 0.6843, 0.54375, 0.56704, 0.25608, 0, 0, 0, 0.0090892, 0.0090892, 0.0090892
50
+ 48, 2.2769, 1.8491, 1.9752, 0.66408, 0.54222, 0.5461, 0.2414, 0, 0, 0, 0.0090694, 0.0090694, 0.0090694
51
+ 49, 2.2442, 1.7843, 1.9375, 0.58791, 0.56463, 0.53097, 0.23923, 0, 0, 0, 0.0090496, 0.0090496, 0.0090496
52
+ 50, 2.2448, 1.854, 1.908, 0.65215, 0.52667, 0.55856, 0.26422, 0, 0, 0, 0.0090298, 0.0090298, 0.0090298
53
+ 51, 2.2889, 1.9048, 1.9642, 0.63919, 0.46027, 0.5034, 0.22245, 0, 0, 0, 0.00901, 0.00901, 0.00901
54
+ 52, 2.2621, 1.814, 1.9161, 0.62291, 0.60333, 0.59815, 0.26662, 0, 0, 0, 0.0089902, 0.0089902, 0.0089902
55
+ 53, 2.2047, 1.7476, 1.8754, 0.55375, 0.51601, 0.50884, 0.21178, 0, 0, 0, 0.0089704, 0.0089704, 0.0089704
56
+ 54, 2.2903, 1.8476, 1.9289, 0.57643, 0.58258, 0.51431, 0.20855, 0, 0, 0, 0.0089506, 0.0089506, 0.0089506
57
+ 55, 2.2282, 1.7415, 1.9321, 0.58375, 0.53789, 0.56174, 0.26366, 0, 0, 0, 0.0089308, 0.0089308, 0.0089308
58
+ 56, 2.1142, 1.7254, 1.8362, 0.69233, 0.57331, 0.60585, 0.27255, 0, 0, 0, 0.008911, 0.008911, 0.008911
59
+ 57, 2.1532, 1.7475, 1.8747, 0.73349, 0.5738, 0.66269, 0.30857, 0, 0, 0, 0.0088912, 0.0088912, 0.0088912
60
+ 58, 2.172, 1.6806, 1.8811, 0.70654, 0.59795, 0.65941, 0.29475, 0, 0, 0, 0.0088714, 0.0088714, 0.0088714
61
+ 59, 2.1785, 1.7336, 1.8419, 0.52084, 0.42693, 0.40942, 0.18704, 0, 0, 0, 0.0088516, 0.0088516, 0.0088516
62
+ 60, 2.1248, 1.6917, 1.8316, 0.43968, 0.54583, 0.47096, 0.21806, 0, 0, 0, 0.0088318, 0.0088318, 0.0088318
63
+ 61, 2.1318, 1.6361, 1.8489, 0.67962, 0.62125, 0.65168, 0.29799, 0, 0, 0, 0.008812, 0.008812, 0.008812
64
+ 62, 2.1688, 1.8161, 1.8742, 0.75943, 0.53708, 0.62382, 0.30155, 0, 0, 0, 0.0087922, 0.0087922, 0.0087922
65
+ 63, 2.1225, 1.6414, 1.8796, 0.65491, 0.63653, 0.61119, 0.27958, 0, 0, 0, 0.0087724, 0.0087724, 0.0087724
66
+ 64, 2.1232, 1.5779, 1.823, 0.7107, 0.54301, 0.64052, 0.2982, 0, 0, 0, 0.0087526, 0.0087526, 0.0087526
67
+ 65, 2.167, 1.6863, 1.8649, 0.66413, 0.561, 0.62424, 0.29509, 0, 0, 0, 0.0087328, 0.0087328, 0.0087328
68
+ 66, 2.1444, 1.6493, 1.8867, 0.72401, 0.58538, 0.62441, 0.30205, 0, 0, 0, 0.008713, 0.008713, 0.008713
69
+ 67, 2.1406, 1.6572, 1.8376, 0.69909, 0.64452, 0.65026, 0.30066, 0, 0, 0, 0.0086932, 0.0086932, 0.0086932
70
+ 68, 2.1605, 1.6527, 1.8866, 0.67568, 0.65683, 0.63874, 0.29911, 0, 0, 0, 0.0086734, 0.0086734, 0.0086734
71
+ 69, 2.1186, 1.5975, 1.8341, 0.57093, 0.64266, 0.65469, 0.29887, 0, 0, 0, 0.0086536, 0.0086536, 0.0086536
72
+ 70, 2.078, 1.5654, 1.8455, 0.75659, 0.53462, 0.61899, 0.29027, 0, 0, 0, 0.0086338, 0.0086338, 0.0086338
73
+ 71, 2.1648, 1.6397, 1.8447, 0.71087, 0.53413, 0.57913, 0.25388, 0, 0, 0, 0.008614, 0.008614, 0.008614
74
+ 72, 2.1482, 1.5865, 1.7963, 0.75101, 0.59387, 0.63602, 0.32595, 0, 0, 0, 0.0085942, 0.0085942, 0.0085942
75
+ 73, 2.142, 1.6164, 1.841, 0.70486, 0.668, 0.65737, 0.30819, 0, 0, 0, 0.0085744, 0.0085744, 0.0085744
76
+ 74, 2.1394, 1.5971, 1.8566, 0.50551, 0.62917, 0.60607, 0.27956, 0, 0, 0, 0.0085546, 0.0085546, 0.0085546
77
+ 75, 2.0688, 1.5029, 1.7873, 0.70442, 0.67402, 0.67073, 0.3165, 0, 0, 0, 0.0085348, 0.0085348, 0.0085348
78
+ 76, 2.0868, 1.6241, 1.8231, 0.69617, 0.64251, 0.65427, 0.32696, 0, 0, 0, 0.008515, 0.008515, 0.008515
79
+ 77, 2.0564, 1.5245, 1.8094, 0.76222, 0.61822, 0.65747, 0.31857, 0, 0, 0, 0.0084952, 0.0084952, 0.0084952
80
+ 78, 2.0228, 1.457, 1.7876, 0.77124, 0.60875, 0.6815, 0.33228, 0, 0, 0, 0.0084754, 0.0084754, 0.0084754
81
+ 79, 2.0482, 1.4868, 1.7491, 0.66971, 0.65863, 0.63529, 0.30532, 0, 0, 0, 0.0084556, 0.0084556, 0.0084556
82
+ 80, 2.0462, 1.4676, 1.7803, 0.61925, 0.70958, 0.64442, 0.31189, 0, 0, 0, 0.0084358, 0.0084358, 0.0084358
83
+ 81, 2.0739, 1.4871, 1.8007, 0.65351, 0.65092, 0.59876, 0.29107, 0, 0, 0, 0.008416, 0.008416, 0.008416
84
+ 82, 2.0592, 1.4968, 1.7821, 0.6427, 0.68907, 0.61252, 0.29594, 0, 0, 0, 0.0083962, 0.0083962, 0.0083962
85
+ 83, 2.0344, 1.4479, 1.7957, 0.66249, 0.7, 0.67236, 0.31007, 0, 0, 0, 0.0083764, 0.0083764, 0.0083764
86
+ 84, 1.9824, 1.4676, 1.7575, 0.66951, 0.62531, 0.63944, 0.30068, 0, 0, 0, 0.0083566, 0.0083566, 0.0083566
87
+ 85, 1.9769, 1.4212, 1.7637, 0.68893, 0.65168, 0.65963, 0.3201, 0, 0, 0, 0.0083368, 0.0083368, 0.0083368
88
+ 86, 2.0112, 1.4291, 1.787, 0.63218, 0.70843, 0.68768, 0.32951, 0, 0, 0, 0.008317, 0.008317, 0.008317
89
+ 87, 1.9585, 1.3959, 1.7392, 0.65767, 0.6625, 0.66389, 0.29827, 0, 0, 0, 0.0082972, 0.0082972, 0.0082972
90
+ 88, 1.9711, 1.3826, 1.7449, 0.64734, 0.61875, 0.61712, 0.25935, 0, 0, 0, 0.0082774, 0.0082774, 0.0082774
91
+ 89, 1.9819, 1.4036, 1.7842, 0.73017, 0.66052, 0.68799, 0.32705, 0, 0, 0, 0.0082576, 0.0082576, 0.0082576
92
+ 90, 2.0435, 1.4999, 1.793, 0.60355, 0.68083, 0.5759, 0.26898, 0, 0, 0, 0.0082378, 0.0082378, 0.0082378
93
+ 91, 1.9499, 1.3373, 1.7087, 0.6691, 0.67179, 0.67557, 0.30605, 0, 0, 0, 0.008218, 0.008218, 0.008218
94
+ 92, 1.9888, 1.3848, 1.7438, 0.70625, 0.72789, 0.67955, 0.32287, 0, 0, 0, 0.0081982, 0.0081982, 0.0081982
95
+ 93, 1.9655, 1.3512, 1.709, 0.70603, 0.71571, 0.719, 0.34075, 0, 0, 0, 0.0081784, 0.0081784, 0.0081784
96
+ 94, 1.97, 1.4402, 1.7597, 0.71755, 0.73375, 0.7025, 0.34725, 0, 0, 0, 0.0081586, 0.0081586, 0.0081586
97
+ 95, 1.9329, 1.3188, 1.7019, 0.7204, 0.62565, 0.66284, 0.30488, 0, 0, 0, 0.0081388, 0.0081388, 0.0081388
98
+ 96, 1.9688, 1.3763, 1.7498, 0.74506, 0.70021, 0.64952, 0.29777, 0, 0, 0, 0.008119, 0.008119, 0.008119
99
+ 97, 1.9606, 1.3469, 1.7351, 0.69412, 0.66583, 0.63485, 0.28279, 0, 0, 0, 0.0080992, 0.0080992, 0.0080992
100
+ 98, 1.9272, 1.326, 1.6989, 0.73878, 0.72181, 0.73131, 0.34191, 0, 0, 0, 0.0080794, 0.0080794, 0.0080794
101
+ 99, 1.865, 1.3806, 1.6709, 0.74445, 0.68542, 0.68524, 0.34447, 0, 0, 0, 0.0080596, 0.0080596, 0.0080596
102
+ 100, 1.9267, 1.4731, 1.6969, 0.68048, 0.72164, 0.6643, 0.3268, 0, 0, 0, 0.0080398, 0.0080398, 0.0080398
103
+ 101, 1.9445, 1.371, 1.7121, 0.72024, 0.71635, 0.69315, 0.33228, 0, 0, 0, 0.00802, 0.00802, 0.00802
104
+ 102, 1.9261, 1.3312, 1.7126, 0.6867, 0.67756, 0.672, 0.35151, 0, 0, 0, 0.0080002, 0.0080002, 0.0080002
105
+ 103, 1.9061, 1.308, 1.6951, 0.65898, 0.70467, 0.64129, 0.31591, 0, 0, 0, 0.0079804, 0.0079804, 0.0079804
106
+ 104, 1.9446, 1.2607, 1.6767, 0.73727, 0.66692, 0.65729, 0.31758, 0, 0, 0, 0.0079606, 0.0079606, 0.0079606
107
+ 105, 1.8686, 1.3472, 1.683, 0.72698, 0.65542, 0.66173, 0.30414, 0, 0, 0, 0.0079408, 0.0079408, 0.0079408
108
+ 106, 1.9323, 1.3085, 1.6921, 0.70678, 0.66626, 0.67282, 0.30655, 0, 0, 0, 0.007921, 0.007921, 0.007921
109
+ 107, 1.8864, 1.3106, 1.7089, 0.74198, 0.778, 0.73068, 0.34826, 0, 0, 0, 0.0079012, 0.0079012, 0.0079012
110
+ 108, 1.9028, 1.258, 1.6602, 0.6367, 0.75188, 0.66879, 0.30027, 0, 0, 0, 0.0078814, 0.0078814, 0.0078814
111
+ 109, 1.9123, 1.2632, 1.7289, 0.66352, 0.77496, 0.69845, 0.30189, 0, 0, 0, 0.0078616, 0.0078616, 0.0078616
112
+ 110, 1.9078, 1.3312, 1.6892, 0.76165, 0.70622, 0.72725, 0.32186, 0, 0, 0, 0.0078418, 0.0078418, 0.0078418
113
+ 111, 1.8848, 1.2543, 1.6905, 0.74847, 0.6979, 0.69982, 0.34375, 0, 0, 0, 0.007822, 0.007822, 0.007822
114
+ 112, 1.8905, 1.3131, 1.7052, 0.77827, 0.67506, 0.72407, 0.32529, 0, 0, 0, 0.0078022, 0.0078022, 0.0078022
115
+ 113, 1.9041, 1.2936, 1.6808, 0.70966, 0.73928, 0.69329, 0.32935, 0, 0, 0, 0.0077824, 0.0077824, 0.0077824
116
+ 114, 1.8483, 1.281, 1.6792, 0.61832, 0.68639, 0.61423, 0.28216, 0, 0, 0, 0.0077626, 0.0077626, 0.0077626
117
+ 115, 1.8918, 1.2379, 1.6624, 0.78055, 0.71736, 0.7114, 0.34183, 0, 0, 0, 0.0077428, 0.0077428, 0.0077428
118
+ 116, 1.8574, 1.2348, 1.6586, 0.80183, 0.69196, 0.73694, 0.35537, 0, 0, 0, 0.007723, 0.007723, 0.007723
119
+ 117, 1.8627, 1.196, 1.6856, 0.66895, 0.78647, 0.71063, 0.31504, 0, 0, 0, 0.0077032, 0.0077032, 0.0077032
120
+ 118, 1.8936, 1.253, 1.6758, 0.68368, 0.74054, 0.6684, 0.31388, 0, 0, 0, 0.0076834, 0.0076834, 0.0076834
121
+ 119, 1.8289, 1.2268, 1.6729, 0.76687, 0.72613, 0.74271, 0.36377, 0, 0, 0, 0.0076636, 0.0076636, 0.0076636
122
+ 120, 1.8295, 1.2166, 1.6769, 0.71916, 0.79401, 0.72761, 0.34624, 0, 0, 0, 0.0076438, 0.0076438, 0.0076438
123
+ 121, 1.8467, 1.2299, 1.6533, 0.72525, 0.69742, 0.70545, 0.32879, 0, 0, 0, 0.007624, 0.007624, 0.007624
124
+ 122, 1.8528, 1.2331, 1.6521, 0.72132, 0.71867, 0.67996, 0.32117, 0, 0, 0, 0.0076042, 0.0076042, 0.0076042
125
+ 123, 1.8633, 1.2636, 1.66, 0.77808, 0.67506, 0.72712, 0.37866, 0, 0, 0, 0.0075844, 0.0075844, 0.0075844
126
+ 124, 1.8827, 1.2674, 1.6558, 0.78201, 0.73341, 0.74551, 0.35455, 0, 0, 0, 0.0075646, 0.0075646, 0.0075646
127
+ 125, 1.8411, 1.2178, 1.6164, 0.72981, 0.74265, 0.73038, 0.36427, 0, 0, 0, 0.0075448, 0.0075448, 0.0075448
128
+ 126, 1.8631, 1.176, 1.624, 0.73647, 0.70426, 0.69394, 0.33437, 0, 0, 0, 0.007525, 0.007525, 0.007525
129
+ 127, 1.8739, 1.2524, 1.6793, 0.79168, 0.71706, 0.72543, 0.36082, 0, 0, 0, 0.0075052, 0.0075052, 0.0075052
130
+ 128, 1.8238, 1.1595, 1.6238, 0.69348, 0.77681, 0.73684, 0.36314, 0, 0, 0, 0.0074854, 0.0074854, 0.0074854
131
+ 129, 1.8104, 1.1773, 1.6208, 0.78924, 0.68333, 0.70586, 0.33925, 0, 0, 0, 0.0074656, 0.0074656, 0.0074656
132
+ 130, 1.8064, 1.1976, 1.6822, 0.77749, 0.69026, 0.74498, 0.37416, 0, 0, 0, 0.0074458, 0.0074458, 0.0074458
133
+ 131, 1.8145, 1.2046, 1.6167, 0.74128, 0.73854, 0.73757, 0.35273, 0, 0, 0, 0.007426, 0.007426, 0.007426
134
+ 132, 1.7332, 1.1074, 1.5786, 0.78046, 0.64333, 0.68838, 0.3328, 0, 0, 0, 0.0074062, 0.0074062, 0.0074062
135
+ 133, 1.8061, 1.1829, 1.6322, 0.75062, 0.69667, 0.73666, 0.3584, 0, 0, 0, 0.0073864, 0.0073864, 0.0073864
136
+ 134, 1.8053, 1.1696, 1.6674, 0.75537, 0.75542, 0.77419, 0.38365, 0, 0, 0, 0.0073666, 0.0073666, 0.0073666
137
+ 135, 1.7639, 1.1765, 1.61, 0.68033, 0.76748, 0.69382, 0.33325, 0, 0, 0, 0.0073468, 0.0073468, 0.0073468
138
+ 136, 1.7673, 1.1567, 1.5862, 0.72519, 0.76965, 0.73666, 0.35607, 0, 0, 0, 0.007327, 0.007327, 0.007327
139
+ 137, 1.7934, 1.1885, 1.6292, 0.69001, 0.79229, 0.72559, 0.3596, 0, 0, 0, 0.0073072, 0.0073072, 0.0073072
140
+ 138, 1.8315, 1.2202, 1.6607, 0.66182, 0.80051, 0.72085, 0.35183, 0, 0, 0, 0.0072874, 0.0072874, 0.0072874
141
+ 139, 1.766, 1.101, 1.6093, 0.73821, 0.71561, 0.7005, 0.3263, 0, 0, 0, 0.0072676, 0.0072676, 0.0072676
142
+ 140, 1.8061, 1.1578, 1.6368, 0.74157, 0.76573, 0.73917, 0.35251, 0, 0, 0, 0.0072478, 0.0072478, 0.0072478
143
+ 141, 1.8605, 1.2211, 1.6714, 0.72809, 0.78425, 0.77815, 0.36753, 0, 0, 0, 0.007228, 0.007228, 0.007228
144
+ 142, 1.757, 1.1604, 1.5935, 0.7434, 0.773, 0.75399, 0.35515, 0, 0, 0, 0.0072082, 0.0072082, 0.0072082
145
+ 143, 1.7328, 1.1227, 1.5869, 0.7614, 0.66398, 0.7037, 0.3342, 0, 0, 0, 0.0071884, 0.0071884, 0.0071884
146
+ 144, 1.7993, 1.1896, 1.6423, 0.77282, 0.69998, 0.7198, 0.34562, 0, 0, 0, 0.0071686, 0.0071686, 0.0071686
147
+ 145, 1.7477, 1.0869, 1.5917, 0.79158, 0.67781, 0.68935, 0.32529, 0, 0, 0, 0.0071488, 0.0071488, 0.0071488
148
+ 146, 1.7259, 1.1026, 1.5729, 0.73953, 0.85645, 0.77887, 0.34785, 0, 0, 0, 0.007129, 0.007129, 0.007129
149
+ 147, 1.734, 1.1182, 1.5935, 0.72766, 0.77346, 0.74779, 0.34853, 0, 0, 0, 0.0071092, 0.0071092, 0.0071092
150
+ 148, 1.7405, 1.0982, 1.5772, 0.76951, 0.73406, 0.75602, 0.36337, 0, 0, 0, 0.0070894, 0.0070894, 0.0070894
151
+ 149, 1.7205, 1.0977, 1.5871, 0.77968, 0.7914, 0.78592, 0.38501, 0, 0, 0, 0.0070696, 0.0070696, 0.0070696
152
+ 150, 1.6922, 1.0345, 1.5384, 0.75589, 0.79635, 0.73852, 0.34487, 0, 0, 0, 0.0070498, 0.0070498, 0.0070498
153
+ 151, 1.74, 1.0961, 1.5822, 0.78379, 0.7708, 0.75791, 0.37288, 0, 0, 0, 0.00703, 0.00703, 0.00703
154
+ 152, 1.7161, 1.102, 1.5442, 0.73169, 0.77208, 0.74741, 0.37688, 0, 0, 0, 0.0070102, 0.0070102, 0.0070102
155
+ 153, 1.7233, 1.107, 1.5738, 0.72988, 0.78044, 0.75534, 0.37436, 0, 0, 0, 0.0069904, 0.0069904, 0.0069904
156
+ 154, 1.7501, 1.1206, 1.5949, 0.73239, 0.81026, 0.74832, 0.36685, 0, 0, 0, 0.0069706, 0.0069706, 0.0069706
157
+ 155, 1.7158, 1.0628, 1.5659, 0.76746, 0.76951, 0.72764, 0.36013, 0, 0, 0, 0.0069508, 0.0069508, 0.0069508
158
+ 156, 1.7149, 1.09, 1.5819, 0.70845, 0.8209, 0.74501, 0.35136, 0, 0, 0, 0.006931, 0.006931, 0.006931
159
+ 157, 1.7262, 1.1051, 1.5685, 0.73789, 0.78689, 0.72638, 0.36072, 0, 0, 0, 0.0069112, 0.0069112, 0.0069112
160
+ 158, 1.7829, 1.156, 1.5773, 0.77887, 0.70371, 0.73492, 0.33821, 0, 0, 0, 0.0068914, 0.0068914, 0.0068914
161
+ 159, 1.7051, 1.0464, 1.552, 0.7619, 0.7605, 0.74445, 0.36406, 0, 0, 0, 0.0068716, 0.0068716, 0.0068716
162
+ 160, 1.6927, 1.0736, 1.5369, 0.75213, 0.77543, 0.72223, 0.34897, 0, 0, 0, 0.0068518, 0.0068518, 0.0068518
163
+ 161, 1.7309, 1.1448, 1.5783, 0.6847, 0.83417, 0.71392, 0.34979, 0, 0, 0, 0.006832, 0.006832, 0.006832
164
+ 162, 1.7055, 1.1002, 1.5661, 0.75612, 0.74405, 0.74473, 0.36497, 0, 0, 0, 0.0068122, 0.0068122, 0.0068122
165
+ 163, 1.6786, 1.0682, 1.5518, 0.74935, 0.78868, 0.75581, 0.35321, 0, 0, 0, 0.0067924, 0.0067924, 0.0067924
166
+ 164, 1.6783, 1.0642, 1.5671, 0.75778, 0.79347, 0.746, 0.35658, 0, 0, 0, 0.0067726, 0.0067726, 0.0067726
167
+ 165, 1.6958, 1.084, 1.5947, 0.73065, 0.74897, 0.71208, 0.35523, 0, 0, 0, 0.0067528, 0.0067528, 0.0067528
168
+ 166, 1.6788, 1.1143, 1.5775, 0.7037, 0.83029, 0.72795, 0.33695, 0, 0, 0, 0.006733, 0.006733, 0.006733
169
+ 167, 1.6683, 1.0194, 1.5482, 0.81225, 0.71502, 0.77225, 0.37701, 0, 0, 0, 0.0067132, 0.0067132, 0.0067132
170
+ 168, 1.6932, 1.0434, 1.5569, 0.75362, 0.77042, 0.75966, 0.37075, 0, 0, 0, 0.0066934, 0.0066934, 0.0066934
171
+ 169, 1.6799, 1.0152, 1.5176, 0.81139, 0.68742, 0.76547, 0.37832, 0, 0, 0, 0.0066736, 0.0066736, 0.0066736
172
+ 170, 1.6536, 1.0236, 1.5262, 0.7852, 0.77146, 0.77275, 0.35491, 0, 0, 0, 0.0066538, 0.0066538, 0.0066538
173
+ 171, 1.6851, 1.0636, 1.552, 0.77614, 0.7936, 0.75519, 0.3535, 0, 0, 0, 0.006634, 0.006634, 0.006634
174
+ 172, 1.6733, 1.0488, 1.5335, 0.79528, 0.79804, 0.7663, 0.36492, 0, 0, 0, 0.0066142, 0.0066142, 0.0066142
175
+ 173, 1.6734, 1.0316, 1.5464, 0.74223, 0.76246, 0.72586, 0.34852, 0, 0, 0, 0.0065944, 0.0065944, 0.0065944
176
+ 174, 1.6578, 1.0626, 1.5466, 0.79581, 0.70101, 0.75926, 0.36191, 0, 0, 0, 0.0065746, 0.0065746, 0.0065746
177
+ 175, 1.682, 1.0058, 1.5398, 0.75323, 0.86118, 0.7644, 0.36333, 0, 0, 0, 0.0065548, 0.0065548, 0.0065548
178
+ 176, 1.6374, 1.0111, 1.5199, 0.74436, 0.82267, 0.76674, 0.3794, 0, 0, 0, 0.006535, 0.006535, 0.006535
179
+ 177, 1.6541, 1.0393, 1.5109, 0.82613, 0.70397, 0.78728, 0.34663, 0, 0, 0, 0.0065152, 0.0065152, 0.0065152
180
+ 178, 1.6223, 0.99356, 1.5123, 0.80192, 0.77507, 0.76549, 0.3822, 0, 0, 0, 0.0064954, 0.0064954, 0.0064954
181
+ 179, 1.6081, 0.99903, 1.5078, 0.80732, 0.77087, 0.76304, 0.37498, 0, 0, 0, 0.0064756, 0.0064756, 0.0064756
182
+ 180, 1.6361, 1.0345, 1.5374, 0.73162, 0.80576, 0.74625, 0.35175, 0, 0, 0, 0.0064558, 0.0064558, 0.0064558
183
+ 181, 1.6714, 1.0481, 1.5545, 0.69507, 0.82522, 0.71049, 0.34899, 0, 0, 0, 0.006436, 0.006436, 0.006436
184
+ 182, 1.6567, 1.0168, 1.5444, 0.75752, 0.66156, 0.70511, 0.35454, 0, 0, 0, 0.0064162, 0.0064162, 0.0064162
185
+ 183, 1.6365, 1.0272, 1.5586, 0.7717, 0.74677, 0.73416, 0.35537, 0, 0, 0, 0.0063964, 0.0063964, 0.0063964
186
+ 184, 1.5887, 0.98332, 1.5015, 0.69906, 0.82572, 0.76654, 0.39706, 0, 0, 0, 0.0063766, 0.0063766, 0.0063766
187
+ 185, 1.6182, 1.0178, 1.5651, 0.80132, 0.71591, 0.75013, 0.3468, 0, 0, 0, 0.0063568, 0.0063568, 0.0063568
188
+ 186, 1.6919, 1.011, 1.578, 0.74015, 0.71549, 0.72202, 0.34373, 0, 0, 0, 0.006337, 0.006337, 0.006337
189
+ 187, 1.6209, 1.0058, 1.5271, 0.742, 0.83717, 0.76508, 0.36933, 0, 0, 0, 0.0063172, 0.0063172, 0.0063172
190
+ 188, 1.6373, 1.0214, 1.5423, 0.81483, 0.81544, 0.76954, 0.38771, 0, 0, 0, 0.0062974, 0.0062974, 0.0062974
191
+ 189, 1.65, 0.99507, 1.541, 0.70696, 0.79798, 0.72904, 0.36588, 0, 0, 0, 0.0062776, 0.0062776, 0.0062776
192
+ 190, 1.6097, 0.97846, 1.5321, 0.79822, 0.78708, 0.7714, 0.35929, 0, 0, 0, 0.0062578, 0.0062578, 0.0062578
193
+ 191, 1.6239, 1.0168, 1.5319, 0.8017, 0.80307, 0.75116, 0.37079, 0, 0, 0, 0.006238, 0.006238, 0.006238
194
+ 192, 1.6284, 0.97564, 1.5346, 0.76735, 0.77131, 0.73569, 0.33996, 0, 0, 0, 0.0062182, 0.0062182, 0.0062182
195
+ 193, 1.5739, 1.0346, 1.5, 0.77751, 0.77575, 0.72877, 0.35882, 0, 0, 0, 0.0061984, 0.0061984, 0.0061984
196
+ 194, 1.6015, 0.99064, 1.5411, 0.78198, 0.78384, 0.76636, 0.37275, 0, 0, 0, 0.0061786, 0.0061786, 0.0061786
197
+ 195, 1.5939, 0.98852, 1.502, 0.80979, 0.78005, 0.78741, 0.38247, 0, 0, 0, 0.0061588, 0.0061588, 0.0061588
198
+ 196, 1.6076, 1.0378, 1.5337, 0.78815, 0.71599, 0.74705, 0.3587, 0, 0, 0, 0.006139, 0.006139, 0.006139
199
+ 197, 1.6244, 0.96762, 1.5054, 0.7785, 0.71265, 0.75689, 0.35538, 0, 0, 0, 0.0061192, 0.0061192, 0.0061192
200
+ 198, 1.5978, 0.94139, 1.4748, 0.73962, 0.76843, 0.73395, 0.37552, 0, 0, 0, 0.0060994, 0.0060994, 0.0060994
201
+ 199, 1.5735, 0.96585, 1.4844, 0.7973, 0.72154, 0.73736, 0.35624, 0, 0, 0, 0.0060796, 0.0060796, 0.0060796
202
+ 200, 1.5798, 1.0062, 1.4689, 0.79888, 0.75095, 0.76325, 0.3791, 0, 0, 0, 0.0060598, 0.0060598, 0.0060598
203
+ 201, 1.5528, 0.95508, 1.4902, 0.8207, 0.78384, 0.77798, 0.39684, 0, 0, 0, 0.00604, 0.00604, 0.00604
204
+ 202, 1.5476, 0.96398, 1.4908, 0.79722, 0.79112, 0.7856, 0.37961, 0, 0, 0, 0.0060202, 0.0060202, 0.0060202
205
+ 203, 1.6193, 0.97415, 1.4896, 0.83641, 0.71968, 0.75849, 0.36417, 0, 0, 0, 0.0060004, 0.0060004, 0.0060004
206
+ 204, 1.6368, 1.0196, 1.5149, 0.8247, 0.74698, 0.78752, 0.38334, 0, 0, 0, 0.0059806, 0.0059806, 0.0059806
207
+ 205, 1.5168, 0.97025, 1.4634, 0.7724, 0.84262, 0.78501, 0.39733, 0, 0, 0, 0.0059608, 0.0059608, 0.0059608
208
+ 206, 1.6151, 0.95106, 1.5224, 0.77371, 0.80372, 0.7704, 0.37285, 0, 0, 0, 0.005941, 0.005941, 0.005941
209
+ 207, 1.5595, 0.97146, 1.5169, 0.78443, 0.77768, 0.79204, 0.39614, 0, 0, 0, 0.0059212, 0.0059212, 0.0059212
210
+ 208, 1.5821, 0.96538, 1.4997, 0.76161, 0.79721, 0.76686, 0.37322, 0, 0, 0, 0.0059014, 0.0059014, 0.0059014
211
+ 209, 1.5604, 0.94081, 1.5049, 0.78141, 0.76614, 0.76913, 0.36573, 0, 0, 0, 0.0058816, 0.0058816, 0.0058816
212
+ 210, 1.5548, 0.99846, 1.4882, 0.81224, 0.67045, 0.70613, 0.34384, 0, 0, 0, 0.0058618, 0.0058618, 0.0058618
213
+ 211, 1.5978, 0.98813, 1.4968, 0.7923, 0.75279, 0.78502, 0.38183, 0, 0, 0, 0.005842, 0.005842, 0.005842
214
+ 212, 1.5413, 0.9291, 1.5086, 0.82057, 0.83856, 0.79942, 0.3917, 0, 0, 0, 0.0058222, 0.0058222, 0.0058222
215
+ 213, 1.5409, 0.94026, 1.5045, 0.82613, 0.84126, 0.81217, 0.37741, 0, 0, 0, 0.0058024, 0.0058024, 0.0058024
216
+ 214, 1.5517, 0.92722, 1.5095, 0.74909, 0.85132, 0.82551, 0.39608, 0, 0, 0, 0.0057826, 0.0057826, 0.0057826
217
+ 215, 1.5446, 0.99657, 1.5138, 0.78138, 0.78417, 0.79743, 0.38464, 0, 0, 0, 0.0057628, 0.0057628, 0.0057628
218
+ 216, 1.5817, 0.95363, 1.5146, 0.69384, 0.82098, 0.80271, 0.37062, 0, 0, 0, 0.005743, 0.005743, 0.005743
219
+ 217, 1.598, 1.0204, 1.5344, 0.81186, 0.77322, 0.81777, 0.39206, 0, 0, 0, 0.0057232, 0.0057232, 0.0057232
220
+ 218, 1.6178, 1.0148, 1.5226, 0.81033, 0.84369, 0.82728, 0.38202, 0, 0, 0, 0.0057034, 0.0057034, 0.0057034
221
+ 219, 1.5429, 0.92546, 1.4787, 0.79961, 0.84145, 0.83224, 0.40047, 0, 0, 0, 0.0056836, 0.0056836, 0.0056836
222
+ 220, 1.5599, 0.93076, 1.4932, 0.75216, 0.875, 0.78255, 0.36078, 0, 0, 0, 0.0056638, 0.0056638, 0.0056638
223
+ 221, 1.5642, 0.95187, 1.4721, 0.71408, 0.80738, 0.74453, 0.37093, 0, 0, 0, 0.005644, 0.005644, 0.005644
224
+ 222, 1.5324, 0.94112, 1.4329, 0.78386, 0.79283, 0.79644, 0.39103, 0, 0, 0, 0.0056242, 0.0056242, 0.0056242
225
+ 223, 1.5188, 0.95997, 1.4838, 0.81131, 0.8297, 0.77799, 0.36937, 0, 0, 0, 0.0056044, 0.0056044, 0.0056044
226
+ 224, 1.5065, 0.90474, 1.4527, 0.72712, 0.81878, 0.74624, 0.36, 0, 0, 0, 0.0055846, 0.0055846, 0.0055846
227
+ 225, 1.5392, 0.91207, 1.4458, 0.77304, 0.7783, 0.75562, 0.38851, 0, 0, 0, 0.0055648, 0.0055648, 0.0055648
228
+ 226, 1.5664, 0.96367, 1.4995, 0.80468, 0.75974, 0.79257, 0.3998, 0, 0, 0, 0.005545, 0.005545, 0.005545
229
+ 227, 1.5322, 0.96297, 1.524, 0.78472, 0.83252, 0.82609, 0.41955, 0, 0, 0, 0.0055252, 0.0055252, 0.0055252
230
+ 228, 1.5244, 0.94345, 1.4604, 0.79232, 0.85507, 0.80951, 0.41104, 0, 0, 0, 0.0055054, 0.0055054, 0.0055054
231
+ 229, 1.4874, 0.86542, 1.4586, 0.82884, 0.79936, 0.81992, 0.39865, 0, 0, 0, 0.0054856, 0.0054856, 0.0054856
232
+ 230, 1.5408, 0.94085, 1.5121, 0.75589, 0.84153, 0.83002, 0.40533, 0, 0, 0, 0.0054658, 0.0054658, 0.0054658
233
+ 231, 1.4749, 0.85698, 1.457, 0.795, 0.81042, 0.82861, 0.42111, 0, 0, 0, 0.005446, 0.005446, 0.005446
234
+ 232, 1.4887, 0.90809, 1.4721, 0.74341, 0.83706, 0.78735, 0.40812, 0, 0, 0, 0.0054262, 0.0054262, 0.0054262
235
+ 233, 1.5297, 0.88736, 1.4618, 0.72587, 0.84739, 0.80559, 0.38015, 0, 0, 0, 0.0054064, 0.0054064, 0.0054064
236
+ 234, 1.5123, 0.91022, 1.4669, 0.82002, 0.75174, 0.78816, 0.37772, 0, 0, 0, 0.0053866, 0.0053866, 0.0053866
237
+ 235, 1.4768, 0.88375, 1.4809, 0.81787, 0.76038, 0.78413, 0.38365, 0, 0, 0, 0.0053668, 0.0053668, 0.0053668
238
+ 236, 1.5358, 0.92949, 1.4666, 0.77443, 0.8052, 0.77306, 0.38462, 0, 0, 0, 0.005347, 0.005347, 0.005347
239
+ 237, 1.5572, 0.95664, 1.4938, 0.80529, 0.80788, 0.79347, 0.39065, 0, 0, 0, 0.0053272, 0.0053272, 0.0053272
240
+ 238, 1.5211, 0.91002, 1.5146, 0.79939, 0.74858, 0.7842, 0.39118, 0, 0, 0, 0.0053074, 0.0053074, 0.0053074
241
+ 239, 1.5277, 0.87656, 1.4648, 0.79376, 0.80386, 0.79295, 0.40614, 0, 0, 0, 0.0052876, 0.0052876, 0.0052876
242
+ 240, 1.4876, 0.87453, 1.4759, 0.80796, 0.78507, 0.78225, 0.40171, 0, 0, 0, 0.0052678, 0.0052678, 0.0052678
243
+ 241, 1.5223, 0.91663, 1.4452, 0.75707, 0.82056, 0.80248, 0.37883, 0, 0, 0, 0.005248, 0.005248, 0.005248
244
+ 242, 1.5041, 0.86191, 1.4533, 0.81054, 0.74871, 0.79007, 0.3672, 0, 0, 0, 0.0052282, 0.0052282, 0.0052282
245
+ 243, 1.5341, 0.92151, 1.4694, 0.74367, 0.80299, 0.75053, 0.37505, 0, 0, 0, 0.0052084, 0.0052084, 0.0052084
246
+ 244, 1.4721, 0.90255, 1.4339, 0.72838, 0.84102, 0.78669, 0.38949, 0, 0, 0, 0.0051886, 0.0051886, 0.0051886
247
+ 245, 1.4705, 0.88526, 1.4328, 0.79801, 0.78521, 0.7863, 0.38183, 0, 0, 0, 0.0051688, 0.0051688, 0.0051688
248
+ 246, 1.4663, 0.87679, 1.4401, 0.75603, 0.82833, 0.79815, 0.38382, 0, 0, 0, 0.005149, 0.005149, 0.005149
249
+ 247, 1.4575, 0.84424, 1.4258, 0.78343, 0.75611, 0.76542, 0.37078, 0, 0, 0, 0.0051292, 0.0051292, 0.0051292
250
+ 248, 1.4712, 0.86372, 1.457, 0.81441, 0.73825, 0.77376, 0.38571, 0, 0, 0, 0.0051094, 0.0051094, 0.0051094
251
+ 249, 1.435, 0.85146, 1.4493, 0.76999, 0.80926, 0.77476, 0.394, 0, 0, 0, 0.0050896, 0.0050896, 0.0050896
252
+ 250, 1.4626, 0.86569, 1.4546, 0.77577, 0.77029, 0.76179, 0.37081, 0, 0, 0, 0.0050698, 0.0050698, 0.0050698
253
+ 251, 1.4432, 0.86931, 1.4269, 0.81559, 0.75545, 0.79665, 0.39994, 0, 0, 0, 0.00505, 0.00505, 0.00505
254
+ 252, 1.4755, 0.92979, 1.4815, 0.80455, 0.82614, 0.77094, 0.35626, 0, 0, 0, 0.0050302, 0.0050302, 0.0050302
255
+ 253, 1.4489, 0.84296, 1.4141, 0.771, 0.81653, 0.75963, 0.35463, 0, 0, 0, 0.0050104, 0.0050104, 0.0050104
256
+ 254, 1.4978, 0.87552, 1.4469, 0.76744, 0.83625, 0.80649, 0.38579, 0, 0, 0, 0.0049906, 0.0049906, 0.0049906
257
+ 255, 1.4762, 0.86923, 1.4241, 0.7809, 0.81574, 0.80356, 0.37222, 0, 0, 0, 0.0049708, 0.0049708, 0.0049708
258
+ 256, 1.4181, 0.85876, 1.4214, 0.84434, 0.76422, 0.81448, 0.40149, 0, 0, 0, 0.004951, 0.004951, 0.004951
259
+ 257, 1.4502, 0.89266, 1.4322, 0.80436, 0.76584, 0.78946, 0.38962, 0, 0, 0, 0.0049312, 0.0049312, 0.0049312
260
+ 258, 1.4235, 0.91319, 1.425, 0.81602, 0.76613, 0.75365, 0.3854, 0, 0, 0, 0.0049114, 0.0049114, 0.0049114
261
+ 259, 1.4378, 0.83856, 1.4224, 0.81578, 0.76065, 0.77417, 0.39045, 0, 0, 0, 0.0048916, 0.0048916, 0.0048916
262
+ 260, 1.4344, 0.87826, 1.4324, 0.8137, 0.79068, 0.80029, 0.39683, 0, 0, 0, 0.0048718, 0.0048718, 0.0048718
263
+ 261, 1.4975, 0.91368, 1.4627, 0.7784, 0.80639, 0.80685, 0.38625, 0, 0, 0, 0.004852, 0.004852, 0.004852
264
+ 262, 1.4517, 0.8703, 1.4382, 0.7696, 0.81344, 0.79057, 0.39162, 0, 0, 0, 0.0048322, 0.0048322, 0.0048322
265
+ 263, 1.3672, 0.80738, 1.3579, 0.83385, 0.80378, 0.79956, 0.39818, 0, 0, 0, 0.0048124, 0.0048124, 0.0048124
266
+ 264, 1.4411, 0.8465, 1.4411, 0.75638, 0.80217, 0.74782, 0.37858, 0, 0, 0, 0.0047926, 0.0047926, 0.0047926
267
+ 265, 1.4301, 0.82579, 1.4367, 0.80354, 0.76818, 0.79103, 0.39848, 0, 0, 0, 0.0047728, 0.0047728, 0.0047728
268
+ 266, 1.4439, 0.85515, 1.4273, 0.8145, 0.78495, 0.79222, 0.38066, 0, 0, 0, 0.004753, 0.004753, 0.004753
269
+ 267, 1.4245, 0.82508, 1.4083, 0.79337, 0.73674, 0.7837, 0.36631, 0, 0, 0, 0.0047332, 0.0047332, 0.0047332
270
+ 268, 1.4259, 0.84284, 1.4167, 0.80011, 0.8072, 0.79203, 0.3736, 0, 0, 0, 0.0047134, 0.0047134, 0.0047134
271
+ 269, 1.4222, 0.82599, 1.4267, 0.78037, 0.82935, 0.77731, 0.39896, 0, 0, 0, 0.0046936, 0.0046936, 0.0046936
272
+ 270, 1.5182, 0.85713, 1.4386, 0.83609, 0.79002, 0.80311, 0.41025, 0, 0, 0, 0.0046738, 0.0046738, 0.0046738
273
+ 271, 1.3838, 0.84482, 1.4005, 0.85171, 0.79262, 0.8177, 0.40152, 0, 0, 0, 0.004654, 0.004654, 0.004654
274
+ 272, 1.4159, 0.82905, 1.419, 0.75329, 0.84192, 0.80555, 0.38722, 0, 0, 0, 0.0046342, 0.0046342, 0.0046342
275
+ 273, 1.4518, 0.87156, 1.4436, 0.73888, 0.82227, 0.78873, 0.37463, 0, 0, 0, 0.0046144, 0.0046144, 0.0046144
276
+ 274, 1.4425, 0.87431, 1.4232, 0.8077, 0.77424, 0.78809, 0.39824, 0, 0, 0, 0.0045946, 0.0045946, 0.0045946
277
+ 275, 1.3944, 0.80903, 1.4149, 0.80091, 0.76728, 0.79964, 0.40005, 0, 0, 0, 0.0045748, 0.0045748, 0.0045748
278
+ 276, 1.4295, 0.84799, 1.4353, 0.77745, 0.82512, 0.7865, 0.38889, 0, 0, 0, 0.004555, 0.004555, 0.004555
279
+ 277, 1.4209, 0.85235, 1.3978, 0.804, 0.84335, 0.80748, 0.40063, 0, 0, 0, 0.0045352, 0.0045352, 0.0045352
280
+ 278, 1.4284, 0.86884, 1.4042, 0.74281, 0.77732, 0.77355, 0.38475, 0, 0, 0, 0.0045154, 0.0045154, 0.0045154
281
+ 279, 1.4515, 0.84902, 1.4244, 0.8009, 0.77319, 0.78344, 0.38516, 0, 0, 0, 0.0044956, 0.0044956, 0.0044956
282
+ 280, 1.4941, 0.93581, 1.405, 0.83428, 0.75349, 0.78324, 0.38489, 0, 0, 0, 0.0044758, 0.0044758, 0.0044758
283
+ 281, 1.4271, 0.86842, 1.4287, 0.84846, 0.76997, 0.79326, 0.39484, 0, 0, 0, 0.004456, 0.004456, 0.004456
284
+ 282, 1.4468, 0.83932, 1.4204, 0.80053, 0.79804, 0.81881, 0.40322, 0, 0, 0, 0.0044362, 0.0044362, 0.0044362
285
+ 283, 1.4258, 0.86549, 1.4142, 0.75596, 0.82899, 0.78538, 0.38726, 0, 0, 0, 0.0044164, 0.0044164, 0.0044164
286
+ 284, 1.4425, 0.83557, 1.4166, 0.70823, 0.83784, 0.77219, 0.38213, 0, 0, 0, 0.0043966, 0.0043966, 0.0043966
287
+ 285, 1.4242, 0.83707, 1.4155, 0.78958, 0.74709, 0.78408, 0.36636, 0, 0, 0, 0.0043768, 0.0043768, 0.0043768
288
+ 286, 1.4047, 0.82536, 1.4313, 0.78377, 0.83291, 0.7783, 0.37811, 0, 0, 0, 0.004357, 0.004357, 0.004357
289
+ 287, 1.3881, 0.81109, 1.4075, 0.76931, 0.80947, 0.76957, 0.37078, 0, 0, 0, 0.0043372, 0.0043372, 0.0043372
290
+ 288, 1.3465, 0.78939, 1.3764, 0.76635, 0.83802, 0.78286, 0.39928, 0, 0, 0, 0.0043174, 0.0043174, 0.0043174
291
+ 289, 1.385, 0.83044, 1.4179, 0.74349, 0.85324, 0.82126, 0.39987, 0, 0, 0, 0.0042976, 0.0042976, 0.0042976
292
+ 290, 1.3835, 0.81222, 1.4126, 0.80104, 0.81692, 0.80538, 0.39177, 0, 0, 0, 0.0042778, 0.0042778, 0.0042778
293
+ 291, 1.3711, 0.79064, 1.3558, 0.82811, 0.76438, 0.80169, 0.38744, 0, 0, 0, 0.004258, 0.004258, 0.004258
294
+ 292, 1.4054, 0.80037, 1.3991, 0.79123, 0.81771, 0.80343, 0.38668, 0, 0, 0, 0.0042382, 0.0042382, 0.0042382
295
+ 293, 1.3705, 0.81041, 1.4143, 0.80408, 0.73819, 0.79177, 0.39094, 0, 0, 0, 0.0042184, 0.0042184, 0.0042184
296
+ 294, 1.3728, 0.80554, 1.4051, 0.79438, 0.77672, 0.79143, 0.3864, 0, 0, 0, 0.0041986, 0.0041986, 0.0041986
297
+ 295, 1.3383, 0.77343, 1.3884, 0.77791, 0.78787, 0.77949, 0.36822, 0, 0, 0, 0.0041788, 0.0041788, 0.0041788
298
+ 296, 1.3682, 0.8213, 1.4135, 0.71822, 0.86172, 0.78452, 0.36818, 0, 0, 0, 0.004159, 0.004159, 0.004159
299
+ 297, 1.3777, 0.83372, 1.4183, 0.80383, 0.73391, 0.79479, 0.38768, 0, 0, 0, 0.0041392, 0.0041392, 0.0041392
300
+ 298, 1.3593, 0.80139, 1.3922, 0.75682, 0.82366, 0.80661, 0.3776, 0, 0, 0, 0.0041194, 0.0041194, 0.0041194
301
+ 299, 1.3822, 0.79512, 1.3868, 0.81595, 0.76218, 0.78355, 0.36071, 0, 0, 0, 0.0040996, 0.0040996, 0.0040996
302
+ 300, 1.3583, 0.78641, 1.3632, 0.82397, 0.74844, 0.78979, 0.37944, 0, 0, 0, 0.0040798, 0.0040798, 0.0040798
303
+ 301, 1.371, 0.79674, 1.4074, 0.80945, 0.82753, 0.81965, 0.3948, 0, 0, 0, 0.00406, 0.00406, 0.00406
304
+ 302, 1.368, 0.80443, 1.3956, 0.79692, 0.81308, 0.80714, 0.39322, 0, 0, 0, 0.0040402, 0.0040402, 0.0040402
305
+ 303, 1.3355, 0.77951, 1.396, 0.79698, 0.76727, 0.7884, 0.38939, 0, 0, 0, 0.0040204, 0.0040204, 0.0040204
306
+ 304, 1.3496, 0.80317, 1.4084, 0.79676, 0.82236, 0.79554, 0.38579, 0, 0, 0, 0.0040006, 0.0040006, 0.0040006
307
+ 305, 1.3251, 0.77451, 1.3763, 0.79321, 0.81588, 0.78615, 0.39484, 0, 0, 0, 0.0039808, 0.0039808, 0.0039808
308
+ 306, 1.3247, 0.7657, 1.3572, 0.82302, 0.79708, 0.82641, 0.3844, 0, 0, 0, 0.003961, 0.003961, 0.003961
309
+ 307, 1.3638, 0.80563, 1.4255, 0.79389, 0.83647, 0.79634, 0.37742, 0, 0, 0, 0.0039412, 0.0039412, 0.0039412
310
+ 308, 1.3306, 0.78688, 1.3882, 0.84275, 0.74009, 0.78408, 0.38324, 0, 0, 0, 0.0039214, 0.0039214, 0.0039214
311
+ 309, 1.3444, 0.77452, 1.3536, 0.7932, 0.7567, 0.77424, 0.36119, 0, 0, 0, 0.0039016, 0.0039016, 0.0039016
312
+ 310, 1.3419, 0.7993, 1.3993, 0.78035, 0.84743, 0.77849, 0.37298, 0, 0, 0, 0.0038818, 0.0038818, 0.0038818
313
+ 311, 1.3459, 0.76709, 1.372, 0.80549, 0.80346, 0.77304, 0.3797, 0, 0, 0, 0.003862, 0.003862, 0.003862
314
+ 312, 1.3651, 0.80951, 1.4027, 0.78386, 0.81445, 0.79462, 0.39075, 0, 0, 0, 0.0038422, 0.0038422, 0.0038422
315
+ 313, 1.3482, 0.78889, 1.412, 0.74438, 0.83196, 0.78385, 0.38327, 0, 0, 0, 0.0038224, 0.0038224, 0.0038224
316
+ 314, 1.3635, 0.78511, 1.3995, 0.77628, 0.81792, 0.79242, 0.37688, 0, 0, 0, 0.0038026, 0.0038026, 0.0038026
317
+ 315, 1.2855, 0.75557, 1.3581, 0.76424, 0.85548, 0.79621, 0.39805, 0, 0, 0, 0.0037828, 0.0037828, 0.0037828
318
+ 316, 1.3037, 0.75187, 1.3706, 0.78856, 0.73609, 0.78213, 0.38045, 0, 0, 0, 0.003763, 0.003763, 0.003763
319
+ 317, 1.296, 0.77178, 1.3605, 0.73869, 0.82878, 0.80547, 0.39802, 0, 0, 0, 0.0037432, 0.0037432, 0.0037432
320
+ 318, 1.3059, 0.77935, 1.3642, 0.84001, 0.80255, 0.82103, 0.41764, 0, 0, 0, 0.0037234, 0.0037234, 0.0037234
321
+ 319, 1.338, 0.77327, 1.395, 0.84782, 0.77508, 0.8183, 0.41057, 0, 0, 0, 0.0037036, 0.0037036, 0.0037036
322
+ 320, 1.3009, 0.79453, 1.3402, 0.80883, 0.81673, 0.80146, 0.39875, 0, 0, 0, 0.0036838, 0.0036838, 0.0036838
323
+ 321, 1.3272, 0.787, 1.3718, 0.83424, 0.78962, 0.79333, 0.39444, 0, 0, 0, 0.003664, 0.003664, 0.003664
324
+ 322, 1.3418, 0.78424, 1.3874, 0.79403, 0.82732, 0.79525, 0.36354, 0, 0, 0, 0.0036442, 0.0036442, 0.0036442
325
+ 323, 1.3374, 0.7785, 1.4059, 0.79895, 0.83522, 0.7811, 0.37957, 0, 0, 0, 0.0036244, 0.0036244, 0.0036244
326
+ 324, 1.3387, 0.77906, 1.3839, 0.83713, 0.80318, 0.78786, 0.37437, 0, 0, 0, 0.0036046, 0.0036046, 0.0036046
327
+ 325, 1.2959, 0.74151, 1.3642, 0.80825, 0.76577, 0.79281, 0.35698, 0, 0, 0, 0.0035848, 0.0035848, 0.0035848
328
+ 326, 1.3308, 0.77401, 1.3707, 0.76654, 0.80414, 0.77869, 0.38571, 0, 0, 0, 0.003565, 0.003565, 0.003565
329
+ 327, 1.2652, 0.73916, 1.3711, 0.84486, 0.82042, 0.7899, 0.39254, 0, 0, 0, 0.0035452, 0.0035452, 0.0035452
330
+ 328, 1.2959, 0.78119, 1.3747, 0.81659, 0.7622, 0.79128, 0.39975, 0, 0, 0, 0.0035254, 0.0035254, 0.0035254
331
+ 329, 1.3248, 0.76006, 1.3751, 0.72041, 0.82839, 0.78799, 0.39518, 0, 0, 0, 0.0035056, 0.0035056, 0.0035056
332
+ 330, 1.2933, 0.7653, 1.3439, 0.74985, 0.8005, 0.79515, 0.39165, 0, 0, 0, 0.0034858, 0.0034858, 0.0034858
333
+ 331, 1.2324, 0.69775, 1.3191, 0.7451, 0.81246, 0.77639, 0.38269, 0, 0, 0, 0.003466, 0.003466, 0.003466
results.png ADDED
train_batch0.jpg ADDED
train_batch1.jpg ADDED
train_batch2.jpg ADDED
val_batch0_labels.jpg ADDED
val_batch0_pred.jpg ADDED
val_batch1_labels.jpg ADDED
val_batch1_pred.jpg ADDED
val_batch2_labels.jpg ADDED
val_batch2_pred.jpg ADDED
weights/best.pt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:9ae9afd619ee445a9dbfd3f8129d67d9a7f0d4aa575cc38005204fc57e8cf957
3
+ size 139969146