Image Classification
fastai
Polish
PUMedu commited on
Commit
9763546
1 Parent(s): 5277875

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Files changed (7) hide show
  1. README.md +10 -0
  2. app.py +23 -0
  3. export 1.pkl +3 -0
  4. gitattributes.txt +35 -0
  5. img 1.png +0 -0
  6. img 2.png +0 -0
  7. requirements.txt +2 -0
README.md CHANGED
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  ---
 
 
 
 
 
 
 
 
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  license: mit
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  ---
 
 
 
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  ---
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+ title: Lung Cancer
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+ emoji: 🏆
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+ colorFrom: red
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+ colorTo: indigo
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+ sdk: gradio
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+ sdk_version: 3.40.1
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+ app_file: app.py
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+ pinned: false
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  license: mit
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  ---
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+
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+ Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
app.py ADDED
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+ import gradio as gr
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+ from fastai.vision.all import *
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+ import skimage
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+
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+ learn = load_learner('export 1.pkl')
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+
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+ labels = learn.dls.vocab
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+ def predict(img):
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+ img = PILImage.create(img)
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+ pred,pred_idx,probs = learn.predict(img)
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+ prediction = str(pred)
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+
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+ return prediction
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+
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+
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+ title = "Lung cancer detection with Deep Transfer Learning(ResNet152 model)"
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+ description = "<p style='text-align: center'><b>As a radiologist or oncologist, it is crucial to know what is wrong with a lung CT image.<b><br><b>Upload the breast X-ray image to know what is wrong with a patients breast with or without inplant<b><p>"
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+ article="<p style='text-align: center'>Web app is built and managed by Mr.<b></p>"
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+ examples = ['img 1.png', 'img 2.png']
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+ enable_queue=True
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+ #interpretation='default'
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+
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+ gr.Interface(fn=predict,inputs=gr.inputs.Image(shape=(512, 512)),outputs=gr.outputs.Label(num_top_classes=3),title=title,description=description,article=article,examples=examples,enable_queue=enable_queue).launch()
export 1.pkl ADDED
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+ size 102902266
gitattributes.txt ADDED
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img 1.png ADDED
img 2.png ADDED
requirements.txt ADDED
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+ fastai
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+ scikit-image