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Models/RED30

RED30

Reported on 84 benchmarks across 8 tasks · 1 paper · 68 SOTA

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

Computer Vision46 results

Image RestorationonLive1 (Quality 10 Grayscale)
PSNR· 2016-06-29
29.35
best: 29.94 (Hi-IR)
SOTA
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
Image RestorationonLIVE1 (Quality 20 Grayscale)
PSNR· 2016-06-29
31.73
best: 32.31 (Hi-IR)
SOTA
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
DenoisingonBSD200 sigma50
PSNR· 2016-06-29
25.75
best: 32.48 (RC-Net)
SOTA
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
DenoisingonBSD200 sigma50
SSIM· 2016-06-29
0.7167
SOTA
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
DenoisingonBSD200 sigma10
PSNR· 2016-06-29
33.63
best: 36.36 (RC-Net)
SOTA
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
DenoisingonBSD200 sigma10
SSIM· 2016-06-29
0.9319
SOTA
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
DenoisingonBSD200 sigma70
PSNR· 2016-06-29
24.37
best: 31.17 (RC-Net)
SOTA
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
DenoisingonBSD200 sigma70
SSIM· 2016-06-29
0.6551
SOTA
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
DenoisingonBSD200 sigma30
PSNR· 2016-06-29
27.95
best: 33.57 (RC-Net)
SOTA
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
DenoisingonBSD200 sigma30
SSIM· 2016-06-29
0.8019
SOTA
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
Image Super-ResolutiononBSD100 - 2x upscaling
PSNR· 2016-06-29
31.99
best: 33.12 (WaveMixSR-V2)
SOTA
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
Image Super-ResolutiononBSD100 - 2x upscaling
SSIM· 2016-06-29
0.8974
best: 0.9326 (WaveMixSR-V2)
SOTA
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
Image Super-ResolutiononSet14 - 3x upscaling
PSNR· 2016-06-29
29.61
best: 31.55 (Hi-IR-L)
SOTA
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
Image Super-ResolutiononSet14 - 3x upscaling
SSIM· 2016-06-29
0.8341
best: 0.8616 (Hi-IR-L)
SOTA
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
Image Super-ResolutiononSet14 - 2x upscaling
SSIM· 2016-06-29
0.9144
best: 0.9311 (Hi-IR-L)
SOTA
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
Image Super-ResolutiononSet5 - 3x upscaling
PSNR· 2016-06-29
33.82
best: 35.35 (HMA†)
SOTA
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
Image Super-ResolutiononSet5 - 3x upscaling
SSIM· 2016-06-29
0.923
best: 0.938 (Hi-IR-L)
SOTA
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
Image Super-ResolutiononSet5 - 2x upscaling
PSNR· 2016-06-29
37.66
best: 39.14 (DRCT-L)
SOTA
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
Image Super-ResolutiononSet5 - 2x upscaling
SSIM· 2016-06-29
0.9599
best: 0.9663 (Hi-IR-L)
SOTA
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
Image Super-ResolutiononBSD100 - 4x upscaling
PSNR· 2016-06-29
27.4
best: 28.16 (DRCT-L)
SOTA
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
Image Super-ResolutiononBSD100 - 3x upscaling
PSNR· 2016-06-29
28.93
best: 29.67 (Hi-IR-L)
SOTA
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
Image Super-ResolutiononBSD100 - 3x upscaling
SSIM· 2016-06-29
0.7994
best: 0.8256 (Hi-IR-L)
SOTA
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
3D Object Super-ResolutiononBSD100 - 2x upscaling
PSNR· 2016-06-29
31.99
best: 33.12 (WaveMixSR-V2)
SOTA
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
3D Object Super-ResolutiononBSD100 - 2x upscaling
SSIM· 2016-06-29
0.8974
best: 0.9326 (WaveMixSR-V2)
SOTA
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
3D Object Super-ResolutiononSet14 - 3x upscaling
PSNR· 2016-06-29
29.61
best: 31.55 (Hi-IR-L)
SOTA
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
3D Object Super-ResolutiononSet14 - 3x upscaling
SSIM· 2016-06-29
0.8341
best: 0.8616 (Hi-IR-L)
SOTA
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
3D Object Super-ResolutiononSet14 - 2x upscaling
SSIM· 2016-06-29
0.9144
best: 0.9311 (Hi-IR-L)
SOTA
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
3D Object Super-ResolutiononSet5 - 3x upscaling
PSNR· 2016-06-29
33.82
best: 35.35 (HMA†)
SOTA
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
3D Object Super-ResolutiononSet5 - 3x upscaling
SSIM· 2016-06-29
0.923
best: 0.938 (Hi-IR-L)
SOTA
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
3D Object Super-ResolutiononSet5 - 2x upscaling
PSNR· 2016-06-29
37.66
best: 39.14 (DRCT-L)
SOTA
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
3D Object Super-ResolutiononSet5 - 2x upscaling
SSIM· 2016-06-29
0.9599
best: 0.9663 (Hi-IR-L)
SOTA
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
3D Object Super-ResolutiononBSD100 - 4x upscaling
PSNR· 2016-06-29
27.4
best: 28.16 (DRCT-L)
SOTA
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
3D Object Super-ResolutiononBSD100 - 3x upscaling
PSNR· 2016-06-29
28.93
best: 29.67 (Hi-IR-L)
SOTA
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
3D Object Super-ResolutiononBSD100 - 3x upscaling
SSIM· 2016-06-29
0.7994
best: 0.8256 (Hi-IR-L)
SOTA
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
Image Super-ResolutiononSet14 - 2x upscaling
PSNR· 2016-06-29
32.94
best: 35.36 (DRCT-L)
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
Image Super-ResolutiononSet14 - 4x upscaling
PSNR· 2016-06-29
27.86
best: 29.54 (DRCT-L)
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
Image Super-ResolutiononSet14 - 4x upscaling
SSIM· 2016-06-29
0.7718
best: 0.894 (Edge-informed SR)
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
Image Super-ResolutiononBSD100 - 4x upscaling
SSIM· 2016-06-29
0.729
best: 0.851 (Edge-informed SR)
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
Image Super-ResolutiononBSD100 - 4x upscaling
PSNR· 2016-06-29
27.4
best: 28.16 (DRCT-L)
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
Image Super-ResolutiononBSD100 - 4x upscaling
SSIM· 2016-06-29
0.729
best: 0.851 (Edge-informed SR)
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
3D Object Super-ResolutiononSet14 - 2x upscaling
PSNR· 2016-06-29
32.94
best: 35.36 (DRCT-L)
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
3D Object Super-ResolutiononSet14 - 4x upscaling
PSNR· 2016-06-29
27.86
best: 29.54 (DRCT-L)
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
3D Object Super-ResolutiononSet14 - 4x upscaling
SSIM· 2016-06-29
0.7718
best: 0.894 (Edge-informed SR)
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
3D Object Super-ResolutiononBSD100 - 4x upscaling
SSIM· 2016-06-29
0.729
best: 0.851 (Edge-informed SR)
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
3D Object Super-ResolutiononBSD100 - 4x upscaling
PSNR· 2016-06-29
27.4
best: 28.16 (DRCT-L)
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
3D Object Super-ResolutiononBSD100 - 4x upscaling
SSIM· 2016-06-29
0.729
best: 0.851 (Edge-informed SR)
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921

Graphs18 results

Super-ResolutiononBSD100 - 2x upscaling
PSNR· 2016-06-29
31.99
best: 33.12 (WaveMixSR-V2)
SOTA
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
Super-ResolutiononBSD100 - 2x upscaling
SSIM· 2016-06-29
0.8974
best: 0.9326 (WaveMixSR-V2)
SOTA
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
Super-ResolutiononSet14 - 3x upscaling
PSNR· 2016-06-29
29.61
best: 31.55 (Hi-IR-L)
SOTA
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
Super-ResolutiononSet14 - 3x upscaling
SSIM· 2016-06-29
0.8341
best: 0.8616 (Hi-IR-L)
SOTA
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
Super-ResolutiononSet14 - 2x upscaling
SSIM· 2016-06-29
0.9144
best: 0.9311 (Hi-IR-L)
SOTA
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
Super-ResolutiononSet5 - 3x upscaling
PSNR· 2016-06-29
33.82
best: 35.35 (HMA†)
SOTA
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
Super-ResolutiononSet5 - 3x upscaling
SSIM· 2016-06-29
0.923
best: 0.938 (Hi-IR-L)
SOTA
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
Super-ResolutiononSet5 - 2x upscaling
PSNR· 2016-06-29
37.66
best: 39.14 (DRCT-L)
SOTA
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
Super-ResolutiononSet5 - 2x upscaling
SSIM· 2016-06-29
0.9599
best: 0.9663 (Hi-IR-L)
SOTA
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
Super-ResolutiononBSD100 - 4x upscaling
PSNR· 2016-06-29
27.4
best: 28.16 (DRCT-L)
SOTA
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
Super-ResolutiononBSD100 - 3x upscaling
PSNR· 2016-06-29
28.93
best: 29.67 (Hi-IR-L)
SOTA
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
Super-ResolutiononBSD100 - 3x upscaling
SSIM· 2016-06-29
0.7994
best: 0.8256 (Hi-IR-L)
SOTA
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
Super-ResolutiononSet14 - 2x upscaling
PSNR· 2016-06-29
32.94
best: 35.36 (DRCT-L)
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
Super-ResolutiononSet14 - 4x upscaling
PSNR· 2016-06-29
27.86
best: 29.54 (DRCT-L)
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
Super-ResolutiononSet14 - 4x upscaling
SSIM· 2016-06-29
0.7718
best: 0.894 (Edge-informed SR)
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
Super-ResolutiononBSD100 - 4x upscaling
SSIM· 2016-06-29
0.729
best: 0.851 (Edge-informed SR)
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
Super-ResolutiononBSD100 - 4x upscaling
PSNR· 2016-06-29
27.4
best: 28.16 (DRCT-L)
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
Super-ResolutiononBSD100 - 4x upscaling
SSIM· 2016-06-29
0.729
best: 0.851 (Edge-informed SR)
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921

Methodology18 results

16konBSD100 - 2x upscaling
PSNR· 2016-06-29
31.99
best: 33.12 (WaveMixSR-V2)
SOTA
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
16konBSD100 - 2x upscaling
SSIM· 2016-06-29
0.8974
best: 0.9326 (WaveMixSR-V2)
SOTA
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
16konSet14 - 3x upscaling
PSNR· 2016-06-29
29.61
best: 31.55 (Hi-IR-L)
SOTA
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
16konSet14 - 3x upscaling
SSIM· 2016-06-29
0.8341
best: 0.8616 (Hi-IR-L)
SOTA
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
16konSet14 - 2x upscaling
SSIM· 2016-06-29
0.9144
best: 0.9311 (Hi-IR-L)
SOTA
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
16konSet5 - 3x upscaling
PSNR· 2016-06-29
33.82
best: 35.35 (HMA†)
SOTA
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
16konSet5 - 3x upscaling
SSIM· 2016-06-29
0.923
best: 0.938 (Hi-IR-L)
SOTA
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
16konSet5 - 2x upscaling
PSNR· 2016-06-29
37.66
best: 39.14 (DRCT-L)
SOTA
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
16konSet5 - 2x upscaling
SSIM· 2016-06-29
0.9599
best: 0.9663 (Hi-IR-L)
SOTA
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
16konBSD100 - 4x upscaling
PSNR· 2016-06-29
27.4
best: 28.16 (DRCT-L)
SOTA
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
16konBSD100 - 3x upscaling
PSNR· 2016-06-29
28.93
best: 29.67 (Hi-IR-L)
SOTA
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
16konBSD100 - 3x upscaling
SSIM· 2016-06-29
0.7994
best: 0.8256 (Hi-IR-L)
SOTA
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
16konSet14 - 2x upscaling
PSNR· 2016-06-29
32.94
best: 35.36 (DRCT-L)
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
16konSet14 - 4x upscaling
PSNR· 2016-06-29
27.86
best: 29.54 (DRCT-L)
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
16konSet14 - 4x upscaling
SSIM· 2016-06-29
0.7718
best: 0.894 (Edge-informed SR)
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
16konBSD100 - 4x upscaling
SSIM· 2016-06-29
0.729
best: 0.851 (Edge-informed SR)
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
16konBSD100 - 4x upscaling
PSNR· 2016-06-29
27.4
best: 28.16 (DRCT-L)
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
16konBSD100 - 4x upscaling
SSIM· 2016-06-29
0.729
best: 0.851 (Edge-informed SR)
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921

Adversarial8 results

3D ArchitectureonBSD200 sigma50
PSNR· 2016-06-29
25.75
best: 32.48 (RC-Net)
SOTA
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
3D ArchitectureonBSD200 sigma50
SSIM· 2016-06-29
0.7167
SOTA
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
3D ArchitectureonBSD200 sigma10
PSNR· 2016-06-29
33.63
best: 36.36 (RC-Net)
SOTA
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
3D ArchitectureonBSD200 sigma10
SSIM· 2016-06-29
0.9319
SOTA
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
3D ArchitectureonBSD200 sigma70
PSNR· 2016-06-29
24.37
best: 31.17 (RC-Net)
SOTA
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
3D ArchitectureonBSD200 sigma70
SSIM· 2016-06-29
0.6551
SOTA
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
3D ArchitectureonBSD200 sigma30
PSNR· 2016-06-29
27.95
best: 33.57 (RC-Net)
SOTA
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
3D ArchitectureonBSD200 sigma30
SSIM· 2016-06-29
0.8019
SOTA
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921

Audio2 results

10-shot image generationonLive1 (Quality 10 Grayscale)
PSNR· 2016-06-29
29.35
best: 29.94 (Hi-IR)
SOTA
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921
10-shot image generationonLIVE1 (Quality 20 Grayscale)
PSNR· 2016-06-29
31.73
best: 32.31 (Hi-IR)
SOTA
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections arXiv:1606.08921