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genception.github.io faviconVideo Generation Models are General-Purpose Vision Learners

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GenCeption turns a pretrained video generation diffusion model into a unified, feed‑forward vision system that matches or beats task‑specific SOTA across depth, normals, pose, segmentation and keypoints using text prompts.