SeedVR: Seeding Infinity in Diffusion Transformer Towards Generic Video Restoration
Jianyi Wang, Zhijie Lin, Meng Wei, Yang Zhao, Ceyuan Yang, Chen Change Loy, Lu Jiang
2025年份
15顶会引用
摘要
Figure 1. Speed and performance comparisons. SeedVR demonstrates impressive restoration capabilities, offering fine details and enhanced visual realism. Despite its 2.48B parameters, SeedVR is over 2× faster than existing diffusion-based video restoration approaches [20, 64, 82]. With delicate designs, SeedVR is as efficient as the Stable Diffusion Upscaler [2], even with five times the parameter count.
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引用它的顶会 Paper15
- Phantom: Subject-Consistent Video Generation via Cross-Modal AlignmentLijie Liu, Tianxiang Ma, Bingchuan Li, Zhuowei Chen 等ICCV 2025 · 被引用 128 次
- SeedVR2: One-Step Video Restoration via Diffusion Adversarial Post-TrainingJianyi Wang, Shanchuan Lin, Zhijie Lin, Yuxi Ren 等ICLR 2026 · 被引用 51 次
- FlashVSR: Towards Real-time Diffusion-Based Streaming Video Super ResolutionJunhao Zhuang, Shi Guo, Xin Cai, Xiaohui Li 等CVPR 2026 · 被引用 42 次
- DOVE: Efficient One-Step Diffusion Model for Real-World Video Super-ResolutionZheng Chen, Zichen Zou, Kewei Zhang, Xiongfei Su 等NeurIPS 2025 · 被引用 31 次
- Vivid-VR: Distilling Concepts from Text-to-Video Diffusion Transformer for Photorealistic Video RestorationHaoran Bai, Xiaoxu Chen, Canqian Yang, Zongyao He 等ICLR 2026 · 被引用 10 次
它引用的顶会 Paper40
- Learning Transferable Visual Models From Natural Language SupervisionAlec Radford, Jong Wook Kim, Chris Hallacy, Aditya Ramesh 等ICML 2021 · 被引用 47,906 次
- Denoising Diffusion Probabilistic ModelsJonathan Ho, Ajay Jain, Pieter AbbeelNeurIPS 2020 · 被引用 35,902 次
- Swin Transformer: Hierarchical Vision Transformer using Shifted WindowsZe Liu, Yutong Lin, Yue Cao, Han Hu 等ICCV 2021 · 被引用 31,683 次
- High-Resolution Image Synthesis with Latent Diffusion ModelsRobin Rombach, Andreas Blattmann, Dominik Lorenz, Patrick Esser 等CVPR 2022 · 被引用 13,123 次
- Scalable Diffusion Models with TransformersWilliam Peebles, Saining XieICCV 2023 · 被引用 5,568 次
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