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| from transformers import pipeline | |
| # Public, stable image classifier (generic). You can swap to a deepfake-specific model later. | |
| image_model = pipeline( | |
| task="image-classification", | |
| model="google/vit-base-patch16-224", | |
| device=-1 # CPU | |
| ) | |