ErickMVdO commited on
Commit
bf5c7be
1 Parent(s): dbd2da7

initial commit

Browse files
app.py ADDED
@@ -0,0 +1,18 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import gradio as gr
2
+ from fastai.vision.all import *
3
+ import skimage
4
+
5
+ learn = load_learner('model.pkl')
6
+
7
+ labels = learn.dls.vocab
8
+ def predict(img):
9
+ img = PILImage.create(img)
10
+ pred,pred_idx,probs = learn.predict(img)
11
+ return {labels[i]: float(probs[i]) for i in range(len(labels))}
12
+
13
+ title = "Identifica Objeto"
14
+ examples = ['assets/stop.png', 'assets/cone.png', 'assets/pedestre.png', 'assets/abajur.png', 'assets/poste.png']
15
+ interpretation='default'
16
+ enable_queue=True
17
+
18
+ gr.Interface(fn=predict,inputs=gr.inputs.Image(shape=(512, 512)),outputs=gr.outputs.Label(num_top_classes=5),title=title,examples=examples,interpretation=interpretation,enable_queue=enable_queue).launch()
assets/abajur.png ADDED
assets/cone.png ADDED
assets/pedestre.png ADDED
assets/poste.png ADDED
assets/stop.png ADDED
model.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:3d072145f0fa93611b17dc6325be5ce953e9e03ef49ce6eb39dafd0dbe134060
3
+ size 46968197
requirements.txt ADDED
@@ -0,0 +1,2 @@
 
 
 
1
+ fastai
2
+ scikit-image