OpenCodePapers

video-super-resolution-on-reds4-4x-upscaling-bi-degradation

Super-ResolutionVideo Super-Resolution
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PaperCodePSNRSSIMModelNameReleaseDate
VSRM: A Robust Mamba-Based Framework for Video Super-Resolution33.110.9162VSRM2025-06-28
Enhancing Video Super-Resolution via Implicit Resampling-based Alignment✓ Link32.90.9138IA-RT2023-04-29
Recurrent Video Restoration Transformer with Guided Deformable Attention✓ Link32.750.9113RVRT2022-06-05
Gather-Scatter Mamba: Accelerating Propagation with Efficient State Space Model✓ Link32.690.9105GSMamba (extra data)2025-10-01
BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and Alignment✓ Link32.390.9069BasicVSR++2021-04-27
BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and Alignment✓ Link32.24BasicVSR++ (S)2021-04-27
VRT: A Video Restoration Transformer✓ Link32.190.9006VRT2022-01-28
Learning Trajectory-Aware Transformer for Video Super-Resolution✓ Link32.120.9021TTVSR2022-04-08
BasicVSR: The Search for Essential Components in Video Super-Resolution and Beyond✓ Link31.670.8948IconVSR2020-12-03
Learning Spatial Adaptation and Temporal Coherence in Diffusion Models for Video Super-Resolution31.620.8932SATeCo2024-03-25
BasicVSR: The Search for Essential Components in Video Super-Resolution and Beyond✓ Link31.420.8909BasicVSR2020-12-03
EDVR: Video Restoration with Enhanced Deformable Convolutional Networks✓ Link31.090.8800EDVR2019-05-07
VideoGigaGAN: Towards Detail-rich Video Super-Resolution30.460.8718VideoGigaGAN2024-04-18
NanoVSR: Towards Real-Time Video Super-Resolution on Edge Devices✓ Link29.730.8526NanoVSR-5.4M2026-07-11
AVSR-Diff: Scale-Agnostic Diffusion Priors for Temporally Consistent Arbitrary-Scale Video Super-Resolution✓ Link28.750.8204AVSR-Diff2026-07-01
Rethinking Diffusion Model-Based Video Super-Resolution: Leveraging Dense Guidance from Aligned Features28.170.804DGAF-VSR (extra data)2025-11-21
Enhancing Perceptual Quality in Video Super-Resolution through Temporally-Consistent Detail Synthesis using Diffusion Models✓ Link27.970.800StableVSR2023-11-27
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