RONIN distills per-frame language descriptions of video degradations into lightweight input-conditioned prompts, achieving all-in-one video restoration without any text encoder or MLLM at inference and outperforming prior methods on four benchmarks.
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Grounding Degradations in Natural Language for All-In-One Video Restoration
RONIN distills per-frame language descriptions of video degradations into lightweight input-conditioned prompts, achieving all-in-one video restoration without any text encoder or MLLM at inference and outperforming prior methods on four benchmarks.