Video Generation Models are General-Purpose Vision Learners
kept by eddie
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.