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shyamgupta196
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Commit
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29ad364
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Parent(s):
37de13f
done!
Browse files- app.py +23 -0
- requirements.txt +4 -0
app.py
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from transformers import SegformerFeatureExtractor, SegformerForImageClassification
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from PIL import Image
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import requests
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import gradio as gr
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def seg(image):
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feature_extractor = SegformerFeatureExtractor.from_pretrained("nvidia/mit-b0")
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model = SegformerForImageClassification.from_pretrained("nvidia/mit-b0")
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print(model)
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inputs = feature_extractor(images=image, return_tensors="pt")
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outputs = model(**inputs)
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logits = outputs.logits
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# model predicts one of the 1000 ImageNet classes
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predicted_class_idx = logits.argmax(-1).item()
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return model.config.id2label[predicted_class_idx]
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iface = gr.Interface(fn=seg, inputs=gr.inputs.Image(type='pil'), outputs='label')
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iface.launch()
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requirements.txt
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transformers
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torch
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timm
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datasets
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