TasksSotADatasetsPapersMethodsSubmitAbout
Papers With Code 2

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

Explore

Notable BenchmarksAll SotADatasetsPapersMethods

Community

Submit ResultsAbout

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

Datasets/MSU Video Upscalers: Quality Enhancement

MSU Video Upscalers: Quality Enhancement

The dataset aims to find the algorithms that produce the most visually pleasant image possible and generalize well to a broad range of content. It consists of 30 clips and contains 15 2D-animated segments losslessly recorded from various video games and 15 camera-shot segments from high-bitrate YUV444 sources. The complexity of clips varies significantly in terms of spatial and temporal indexes. Multiple bicubic downscaling mixed with sharpening is used to simulate complex real-world camera degradation. The authors used slight compression and YUV420 conversion to simulate a practical use case. 1920×1080 sources were downscaled to 480×270 input.

Benchmarks

1 Image, 2*2 Stitchi/LPIPS1 Image, 2*2 Stitchi/SSIM1 Image, 2*2 Stitchi/PSNR1 Image, 2*2 Stitchi/VMAF2D Human Pose Estimation/LPIPS2D Human Pose Estimation/SSIM2D Human Pose Estimation/PSNR2D Human Pose Estimation/VMAF3D/LPIPS3D/SSIM3D/PSNR3D/VMAF3D Absolute Human Pose Estimation/LPIPS3D Absolute Human Pose Estimation/SSIM3D Absolute Human Pose Estimation/PSNR3D Absolute Human Pose Estimation/VMAF3D Face Animation/LPIPS3D Face Animation/SSIM3D Face Animation/PSNR3D Face Animation/VMAF3D Human Pose Estimation/LPIPS3D Human Pose Estimation/SSIM3D Human Pose Estimation/PSNR3D Human Pose Estimation/VMAF3D Object Super-Resolution/LPIPS3D Object Super-Resolution/SSIM3D Object Super-Resolution/PSNR3D Object Super-Resolution/VMAFPose Estimation/LPIPSPose Estimation/SSIMPose Estimation/PSNRPose Estimation/VMAFSuper-Resolution/LPIPSSuper-Resolution/SSIMSuper-Resolution/PSNRSuper-Resolution/VMAFVideo/LPIPSVideo/SSIMVideo/PSNRVideo/VMAFVideo Super-Resolution/LPIPSVideo Super-Resolution/SSIMVideo Super-Resolution/PSNRVideo Super-Resolution/VMAF

Statistics

Papers
24
Benchmarks
44

Links

Homepage

Tasks

1 Image, 2*2 Stitchi2D Human Pose Estimation3D3D Absolute Human Pose Estimation3D Face Animation3D Human Pose Estimation3D Object Super-ResolutionPose EstimationSuper-ResolutionVideoVideo Super-Resolution