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Models/EDVR

EDVR

Reported on 50 benchmarks across 12 tasks · 1 paper · 45 SOTA

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

Computer Vision26 results

3D Human Pose EstimationonVid4 - 4x upscaling
PSNR· 2019-05-07
27.35
best: 31.36 (NeuriCam-net)
SOTA
EDVR: Video Restoration with Enhanced Deformable Convolutional Networks arXiv:1905.02716
3D Human Pose EstimationonVid4 - 4x upscaling
SSIM· 2019-05-07
0.8264
best: 0.933 (NeuriCam-net)
SOTA
EDVR: Video Restoration with Enhanced Deformable Convolutional Networks arXiv:1905.02716
3D Human Pose EstimationonVid4 - 4x upscaling - BD degradation
PSNR· 2019-05-07
27.85
best: 29.54 (RVRT)
SOTA
EDVR: Video Restoration with Enhanced Deformable Convolutional Networks arXiv:1905.02716
3D Human Pose EstimationonVid4 - 4x upscaling - BD degradation
SSIM· 2019-05-07
0.8503
best: 0.881 (RVRT)
SOTA
EDVR: Video Restoration with Enhanced Deformable Convolutional Networks arXiv:1905.02716
VideoonVid4 - 4x upscaling
PSNR· 2019-05-07
27.35
best: 31.36 (NeuriCam-net)
SOTA
EDVR: Video Restoration with Enhanced Deformable Convolutional Networks arXiv:1905.02716
VideoonVid4 - 4x upscaling
SSIM· 2019-05-07
0.8264
best: 0.933 (NeuriCam-net)
SOTA
EDVR: Video Restoration with Enhanced Deformable Convolutional Networks arXiv:1905.02716
VideoonVid4 - 4x upscaling - BD degradation
PSNR· 2019-05-07
27.85
best: 29.54 (RVRT)
SOTA
EDVR: Video Restoration with Enhanced Deformable Convolutional Networks arXiv:1905.02716
VideoonVid4 - 4x upscaling - BD degradation
SSIM· 2019-05-07
0.8503
best: 0.881 (RVRT)
SOTA
EDVR: Video Restoration with Enhanced Deformable Convolutional Networks arXiv:1905.02716
Pose EstimationonVid4 - 4x upscaling
PSNR· 2019-05-07
27.35
best: 31.36 (NeuriCam-net)
SOTA
EDVR: Video Restoration with Enhanced Deformable Convolutional Networks arXiv:1905.02716
Pose EstimationonVid4 - 4x upscaling
SSIM· 2019-05-07
0.8264
best: 0.933 (NeuriCam-net)
SOTA
EDVR: Video Restoration with Enhanced Deformable Convolutional Networks arXiv:1905.02716
Pose EstimationonVid4 - 4x upscaling - BD degradation
PSNR· 2019-05-07
27.85
best: 29.54 (RVRT)
SOTA
EDVR: Video Restoration with Enhanced Deformable Convolutional Networks arXiv:1905.02716
Pose EstimationonVid4 - 4x upscaling - BD degradation
SSIM· 2019-05-07
0.8503
best: 0.881 (RVRT)
SOTA
EDVR: Video Restoration with Enhanced Deformable Convolutional Networks arXiv:1905.02716
Video EnhancementonMFQE v2
Incremental PSNR· 2019-05-07
0.75
best: 1.1 (BasicVSR++)
SOTA
EDVR: Video Restoration with Enhanced Deformable Convolutional Networks arXiv:1905.02716
Video Super-ResolutiononVid4 - 4x upscaling
PSNR· 2019-05-07
27.35
best: 31.36 (NeuriCam-net)
SOTA
EDVR: Video Restoration with Enhanced Deformable Convolutional Networks arXiv:1905.02716
Video Super-ResolutiononVid4 - 4x upscaling
SSIM· 2019-05-07
0.8264
best: 0.933 (NeuriCam-net)
SOTA
EDVR: Video Restoration with Enhanced Deformable Convolutional Networks arXiv:1905.02716
Video Super-ResolutiononVid4 - 4x upscaling - BD degradation
PSNR· 2019-05-07
27.85
best: 29.54 (RVRT)
SOTA
EDVR: Video Restoration with Enhanced Deformable Convolutional Networks arXiv:1905.02716
Video Super-ResolutiononVid4 - 4x upscaling - BD degradation
SSIM· 2019-05-07
0.8503
best: 0.881 (RVRT)
SOTA
EDVR: Video Restoration with Enhanced Deformable Convolutional Networks arXiv:1905.02716
3D Object Super-ResolutiononVid4 - 4x upscaling
PSNR· 2019-05-07
27.35
best: 31.36 (NeuriCam-net)
SOTA
EDVR: Video Restoration with Enhanced Deformable Convolutional Networks arXiv:1905.02716
3D Object Super-ResolutiononVid4 - 4x upscaling
SSIM· 2019-05-07
0.8264
best: 0.933 (NeuriCam-net)
SOTA
EDVR: Video Restoration with Enhanced Deformable Convolutional Networks arXiv:1905.02716
3D Object Super-ResolutiononVid4 - 4x upscaling - BD degradation
PSNR· 2019-05-07
27.85
best: 29.54 (RVRT)
SOTA
EDVR: Video Restoration with Enhanced Deformable Convolutional Networks arXiv:1905.02716
3D Object Super-ResolutiononVid4 - 4x upscaling - BD degradation
SSIM· 2019-05-07
0.8503
best: 0.881 (RVRT)
SOTA
EDVR: Video Restoration with Enhanced Deformable Convolutional Networks arXiv:1905.02716
VideoonMSU Deinterlacer Benchmark
FPS on CPU
0.6
best: 52.8 (Bob)
VideoonMSU Deinterlacer Benchmark
PSNR
40.678
best: 43.884 (MFDIN (L))
VideoonMSU Deinterlacer Benchmark
SSIM
0.962
best: 0.979 (MFDIN (L))
VideoonMSU Deinterlacer Benchmark
Subjective
0.492
best: 1.054 (MFDIN (L))
VideoonMSU Deinterlacer Benchmark
VMAF
94.01
best: 97.3 (MFDIN (L))

Knowledge Base8 results

2D Human Pose EstimationonVid4 - 4x upscaling
PSNR· 2019-05-07
27.35
best: 31.36 (NeuriCam-net)
SOTA
EDVR: Video Restoration with Enhanced Deformable Convolutional Networks arXiv:1905.02716
2D Human Pose EstimationonVid4 - 4x upscaling
SSIM· 2019-05-07
0.8264
best: 0.933 (NeuriCam-net)
SOTA
EDVR: Video Restoration with Enhanced Deformable Convolutional Networks arXiv:1905.02716
2D Human Pose EstimationonVid4 - 4x upscaling - BD degradation
PSNR· 2019-05-07
27.85
best: 29.54 (RVRT)
SOTA
EDVR: Video Restoration with Enhanced Deformable Convolutional Networks arXiv:1905.02716
2D Human Pose EstimationonVid4 - 4x upscaling - BD degradation
SSIM· 2019-05-07
0.8503
best: 0.881 (RVRT)
SOTA
EDVR: Video Restoration with Enhanced Deformable Convolutional Networks arXiv:1905.02716
3D Absolute Human Pose EstimationonVid4 - 4x upscaling
PSNR· 2019-05-07
27.35
best: 31.36 (NeuriCam-net)
SOTA
EDVR: Video Restoration with Enhanced Deformable Convolutional Networks arXiv:1905.02716
3D Absolute Human Pose EstimationonVid4 - 4x upscaling
SSIM· 2019-05-07
0.8264
best: 0.933 (NeuriCam-net)
SOTA
EDVR: Video Restoration with Enhanced Deformable Convolutional Networks arXiv:1905.02716
3D Absolute Human Pose EstimationonVid4 - 4x upscaling - BD degradation
PSNR· 2019-05-07
27.85
best: 29.54 (RVRT)
SOTA
EDVR: Video Restoration with Enhanced Deformable Convolutional Networks arXiv:1905.02716
3D Absolute Human Pose EstimationonVid4 - 4x upscaling - BD degradation
SSIM· 2019-05-07
0.8503
best: 0.881 (RVRT)
SOTA
EDVR: Video Restoration with Enhanced Deformable Convolutional Networks arXiv:1905.02716

Graphs4 results

Super-ResolutiononVid4 - 4x upscaling
PSNR· 2019-05-07
27.35
best: 31.36 (NeuriCam-net)
SOTA
EDVR: Video Restoration with Enhanced Deformable Convolutional Networks arXiv:1905.02716
Super-ResolutiononVid4 - 4x upscaling
SSIM· 2019-05-07
0.8264
best: 0.933 (NeuriCam-net)
SOTA
EDVR: Video Restoration with Enhanced Deformable Convolutional Networks arXiv:1905.02716
Super-ResolutiononVid4 - 4x upscaling - BD degradation
PSNR· 2019-05-07
27.85
best: 29.54 (RVRT)
SOTA
EDVR: Video Restoration with Enhanced Deformable Convolutional Networks arXiv:1905.02716
Super-ResolutiononVid4 - 4x upscaling - BD degradation
SSIM· 2019-05-07
0.8503
best: 0.881 (RVRT)
SOTA
EDVR: Video Restoration with Enhanced Deformable Convolutional Networks arXiv:1905.02716

Methodology4 results

3DonVid4 - 4x upscaling
PSNR· 2019-05-07
27.35
best: 31.36 (NeuriCam-net)
SOTA
EDVR: Video Restoration with Enhanced Deformable Convolutional Networks arXiv:1905.02716
3DonVid4 - 4x upscaling
SSIM· 2019-05-07
0.8264
best: 0.933 (NeuriCam-net)
SOTA
EDVR: Video Restoration with Enhanced Deformable Convolutional Networks arXiv:1905.02716
3DonVid4 - 4x upscaling - BD degradation
PSNR· 2019-05-07
27.85
best: 29.54 (RVRT)
SOTA
EDVR: Video Restoration with Enhanced Deformable Convolutional Networks arXiv:1905.02716
3DonVid4 - 4x upscaling - BD degradation
SSIM· 2019-05-07
0.8503
best: 0.881 (RVRT)
SOTA
EDVR: Video Restoration with Enhanced Deformable Convolutional Networks arXiv:1905.02716

Playing Games4 results

3D Face AnimationonVid4 - 4x upscaling
PSNR· 2019-05-07
27.35
best: 31.36 (NeuriCam-net)
SOTA
EDVR: Video Restoration with Enhanced Deformable Convolutional Networks arXiv:1905.02716
3D Face AnimationonVid4 - 4x upscaling
SSIM· 2019-05-07
0.8264
best: 0.933 (NeuriCam-net)
SOTA
EDVR: Video Restoration with Enhanced Deformable Convolutional Networks arXiv:1905.02716
3D Face AnimationonVid4 - 4x upscaling - BD degradation
PSNR· 2019-05-07
27.85
best: 29.54 (RVRT)
SOTA
EDVR: Video Restoration with Enhanced Deformable Convolutional Networks arXiv:1905.02716
3D Face AnimationonVid4 - 4x upscaling - BD degradation
SSIM· 2019-05-07
0.8503
best: 0.881 (RVRT)
SOTA
EDVR: Video Restoration with Enhanced Deformable Convolutional Networks arXiv:1905.02716

Audio4 results

1 Image, 2*2 StitchionVid4 - 4x upscaling
PSNR· 2019-05-07
27.35
best: 31.36 (NeuriCam-net)
SOTA
EDVR: Video Restoration with Enhanced Deformable Convolutional Networks arXiv:1905.02716
1 Image, 2*2 StitchionVid4 - 4x upscaling
SSIM· 2019-05-07
0.8264
best: 0.933 (NeuriCam-net)
SOTA
EDVR: Video Restoration with Enhanced Deformable Convolutional Networks arXiv:1905.02716
1 Image, 2*2 StitchionVid4 - 4x upscaling - BD degradation
PSNR· 2019-05-07
27.85
best: 29.54 (RVRT)
SOTA
EDVR: Video Restoration with Enhanced Deformable Convolutional Networks arXiv:1905.02716
1 Image, 2*2 StitchionVid4 - 4x upscaling - BD degradation
SSIM· 2019-05-07
0.8503
best: 0.881 (RVRT)
SOTA
EDVR: Video Restoration with Enhanced Deformable Convolutional Networks arXiv:1905.02716