Upload 4 files
Browse files- .gitattributes +1 -0
- deepfake/.DS_Store +0 -0
- deepfake/app.py +32 -0
- deepfake/requirements.txt +0 -0
- deepfake/test.jpg +3 -0
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deepfake/test.jpg filter=lfs diff=lfs merge=lfs -text
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deepfake/.DS_Store
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Binary file (6.15 kB). View file
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deepfake/app.py
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from transformers import AutoImageProcessor, AutoModelForImageClassification
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from PIL import Image
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import torch
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model_name = "dima806/deepfake_vs_real_image_detection"
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# Load processor + model
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processor = AutoImageProcessor.from_pretrained(model_name)
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model = AutoModelForImageClassification.from_pretrained(model_name)
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model.eval()
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# Test with sample image
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image = Image.open("test.jpg").convert("RGB")
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inputs = processor(images=image, return_tensors="pt")
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with torch.no_grad():
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outputs = model(**inputs)
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logits = outputs.logits
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probs = torch.softmax(logits, dim=1)
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print("Probabilities:", probs)
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print("Predicted class:", probs.argmax().item())
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print(model.config.id2label)
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fake_index = 1 # confirm from id2label
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deepfake_prob = probs[0][fake_index].item()
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print("Deepfake Probability:", deepfake_prob)
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deepfake/requirements.txt
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File without changes
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deepfake/test.jpg
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Git LFS Details
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