TDM restores five kinds of video degradation with one ControlNet-fine-tuned Stable Diffusion model, using task prompts in training and windowed cross-frame attention plus DDIM inversion at inference for temporal consistency.
Advances in Neural Information Processing Systems 36 (2024)
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TDM: Temporally-Consistent Diffusion Model for All-in-One Real-World Video Restoration
TDM restores five kinds of video degradation with one ControlNet-fine-tuned Stable Diffusion model, using task prompts in training and windowed cross-frame attention plus DDIM inversion at inference for temporal consistency.