Frozen video diffusion models, probed at optimal depth and noise levels, produce representations competitive with discriminative encoders across semantic and geometric video tasks in a single forward pass.
It plateaus after 10k steps so that the LLM is still updated very slowly to avoid catastrophic forgetting
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Gen4U: Unifying Video Generation and Understanding via Diffusion
Frozen video diffusion models, probed at optimal depth and noise levels, produce representations competitive with discriminative encoders across semantic and geometric video tasks in a single forward pass.