Tasks SotA Datasets Papers Methods Submit About

Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable Benchmarks All SotA Datasets Papers Methods

Community

Submit Results About

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

Models/VRT-Reds-L

VRT-Reds-L

Reported on 33 benchmarks across 11 tasks · 1 paper · 11 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Computer Vision15 results

3D Human Pose EstimationonMSU Video Upscalers: Quality Enhancement
PSNR· 2022-01-28
31.01
best: 31.28 (VEAI-AHQ-12)
SOTA
VRT: A Video Restoration Transformer arXiv:2201.12288
VideoonMSU Video Upscalers: Quality Enhancement
PSNR· 2022-01-28
31.01
best: 31.28 (VEAI-AHQ-12)
SOTA
VRT: A Video Restoration Transformer arXiv:2201.12288
Pose EstimationonMSU Video Upscalers: Quality Enhancement
PSNR· 2022-01-28
31.01
best: 31.28 (VEAI-AHQ-12)
SOTA
VRT: A Video Restoration Transformer arXiv:2201.12288
Video Super-ResolutiononMSU Video Upscalers: Quality Enhancement
PSNR· 2022-01-28
31.01
best: 31.28 (VEAI-AHQ-12)
SOTA
VRT: A Video Restoration Transformer arXiv:2201.12288
3D Object Super-ResolutiononMSU Video Upscalers: Quality Enhancement
PSNR· 2022-01-28
31.01
best: 31.28 (VEAI-AHQ-12)
SOTA
VRT: A Video Restoration Transformer arXiv:2201.12288
3D Human Pose EstimationonMSU Video Upscalers: Quality Enhancement
LPIPS· 2022-01-28
0.343
best: 0.177 (BSRGAN)
VRT: A Video Restoration Transformer arXiv:2201.12288
3D Human Pose EstimationonMSU Video Upscalers: Quality Enhancement
SSIM· 2022-01-28
0.869
best: 0.939 (iSeeBetter)
VRT: A Video Restoration Transformer arXiv:2201.12288
VideoonMSU Video Upscalers: Quality Enhancement
LPIPS· 2022-01-28
0.343
best: 0.177 (BSRGAN)
VRT: A Video Restoration Transformer arXiv:2201.12288
VideoonMSU Video Upscalers: Quality Enhancement
SSIM· 2022-01-28
0.869
best: 0.939 (iSeeBetter)
VRT: A Video Restoration Transformer arXiv:2201.12288
Pose EstimationonMSU Video Upscalers: Quality Enhancement
LPIPS· 2022-01-28
0.343
best: 0.177 (BSRGAN)
VRT: A Video Restoration Transformer arXiv:2201.12288
Pose EstimationonMSU Video Upscalers: Quality Enhancement
SSIM· 2022-01-28
0.869
best: 0.939 (iSeeBetter)
VRT: A Video Restoration Transformer arXiv:2201.12288
Video Super-ResolutiononMSU Video Upscalers: Quality Enhancement
LPIPS· 2022-01-28
0.343
best: 0.177 (BSRGAN)
VRT: A Video Restoration Transformer arXiv:2201.12288
Video Super-ResolutiononMSU Video Upscalers: Quality Enhancement
SSIM· 2022-01-28
0.869
best: 0.939 (iSeeBetter)
VRT: A Video Restoration Transformer arXiv:2201.12288
3D Object Super-ResolutiononMSU Video Upscalers: Quality Enhancement
LPIPS· 2022-01-28
0.343
best: 0.177 (BSRGAN)
VRT: A Video Restoration Transformer arXiv:2201.12288
3D Object Super-ResolutiononMSU Video Upscalers: Quality Enhancement
SSIM· 2022-01-28
0.869
best: 0.939 (iSeeBetter)
VRT: A Video Restoration Transformer arXiv:2201.12288

Knowledge Base6 results

2D Human Pose EstimationonMSU Video Upscalers: Quality Enhancement
PSNR· 2022-01-28
31.01
best: 31.28 (VEAI-AHQ-12)
SOTA
VRT: A Video Restoration Transformer arXiv:2201.12288
3D Absolute Human Pose EstimationonMSU Video Upscalers: Quality Enhancement
PSNR· 2022-01-28
31.01
best: 31.28 (VEAI-AHQ-12)
SOTA
VRT: A Video Restoration Transformer arXiv:2201.12288
2D Human Pose EstimationonMSU Video Upscalers: Quality Enhancement
LPIPS· 2022-01-28
0.343
best: 0.177 (BSRGAN)
VRT: A Video Restoration Transformer arXiv:2201.12288
2D Human Pose EstimationonMSU Video Upscalers: Quality Enhancement
SSIM· 2022-01-28
0.869
best: 0.939 (iSeeBetter)
VRT: A Video Restoration Transformer arXiv:2201.12288
3D Absolute Human Pose EstimationonMSU Video Upscalers: Quality Enhancement
LPIPS· 2022-01-28
0.343
best: 0.177 (BSRGAN)
VRT: A Video Restoration Transformer arXiv:2201.12288
3D Absolute Human Pose EstimationonMSU Video Upscalers: Quality Enhancement
SSIM· 2022-01-28
0.869
best: 0.939 (iSeeBetter)
VRT: A Video Restoration Transformer arXiv:2201.12288

Graphs3 results

Super-ResolutiononMSU Video Upscalers: Quality Enhancement
PSNR· 2022-01-28
31.01
best: 31.28 (VEAI-AHQ-12)
SOTA
VRT: A Video Restoration Transformer arXiv:2201.12288
Super-ResolutiononMSU Video Upscalers: Quality Enhancement
LPIPS· 2022-01-28
0.343
best: 0.177 (BSRGAN)
VRT: A Video Restoration Transformer arXiv:2201.12288
Super-ResolutiononMSU Video Upscalers: Quality Enhancement
SSIM· 2022-01-28
0.869
best: 0.939 (iSeeBetter)
VRT: A Video Restoration Transformer arXiv:2201.12288

Methodology3 results

3DonMSU Video Upscalers: Quality Enhancement
PSNR· 2022-01-28
31.01
best: 31.28 (VEAI-AHQ-12)
SOTA
VRT: A Video Restoration Transformer arXiv:2201.12288
3DonMSU Video Upscalers: Quality Enhancement
LPIPS· 2022-01-28
0.343
best: 0.177 (BSRGAN)
VRT: A Video Restoration Transformer arXiv:2201.12288
3DonMSU Video Upscalers: Quality Enhancement
SSIM· 2022-01-28
0.869
best: 0.939 (iSeeBetter)
VRT: A Video Restoration Transformer arXiv:2201.12288

Playing Games3 results

3D Face AnimationonMSU Video Upscalers: Quality Enhancement
PSNR· 2022-01-28
31.01
best: 31.28 (VEAI-AHQ-12)
SOTA
VRT: A Video Restoration Transformer arXiv:2201.12288
3D Face AnimationonMSU Video Upscalers: Quality Enhancement
LPIPS· 2022-01-28
0.343
best: 0.177 (BSRGAN)
VRT: A Video Restoration Transformer arXiv:2201.12288
3D Face AnimationonMSU Video Upscalers: Quality Enhancement
SSIM· 2022-01-28
0.869
best: 0.939 (iSeeBetter)
VRT: A Video Restoration Transformer arXiv:2201.12288

Audio3 results

1 Image, 2*2 StitchionMSU Video Upscalers: Quality Enhancement
PSNR· 2022-01-28
31.01
best: 31.28 (VEAI-AHQ-12)
SOTA
VRT: A Video Restoration Transformer arXiv:2201.12288
1 Image, 2*2 StitchionMSU Video Upscalers: Quality Enhancement
LPIPS· 2022-01-28
0.343
best: 0.177 (BSRGAN)
VRT: A Video Restoration Transformer arXiv:2201.12288
1 Image, 2*2 StitchionMSU Video Upscalers: Quality Enhancement
SSIM· 2022-01-28
0.869
best: 0.939 (iSeeBetter)
VRT: A Video Restoration Transformer arXiv:2201.12288