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Models/MWCNN

MWCNN

Reported on 140 benchmarks across 8 tasks · 1 paper · 100 SOTA

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

Computer Vision70 results

Image RestorationonLive1 (Quality 10 Grayscale)
PSNR· 2018-05-18
29.69
best: 29.94 (Hi-IR)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
Image RestorationonLive1 (Quality 10 Grayscale)
SSIM· 2018-05-18
0.8357
best: 0.84 (QGAC)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
Image RestorationonClassic5 (Quality 30 Grayscale)
PSNR· 2018-05-18
33.43
best: 33.8 (Hi-IR)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
Image RestorationonLIVE1 (Quality 40 Grayscale)
PSNR· 2018-05-18
34.45
best: 34.71 (Hi-IR)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
Image RestorationonICB (Quality 20 Color)
PSNR· 2018-05-18
32.79
best: 34.38 (FBCNN)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
Image RestorationonICB (Quality 20 Color)
PSNR-B· 2018-05-18
33.32
best: 34.67 (QGAC)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
Image RestorationonICB (Quality 20 Color)
SSIM· 2018-05-18
0.812
best: 0.845 (QGAC)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
Image RestorationonLIVE1 (Quality 10 Color)
PSNR· 2018-05-18
27.45
best: 28.36 (Hi-IR)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
Image RestorationonLIVE1 (Quality 10 Color)
PSNR-B· 2018-05-18
27.44
best: 27.63 (IDCN)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
Image RestorationonClassic5 (Quality 40 Grayscale)
PSNR· 2018-05-18
34.27
best: 34.61 (Hi-IR)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
Image RestorationonClassic5 (Quality 20 Grayscale)
PSNR· 2018-05-18
32.16
best: 32.62 (Hi-IR)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
Image RestorationonICB (Quality 30 Color)
PSNR· 2018-05-18
34.11
best: 35.41 (FBCNN)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
Image RestorationonICB (Quality 30 Color)
PSNR-B· 2018-05-18
34.69
best: 35.67 (QGAC)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
Image RestorationonICB (Quality 30 Color)
SSIM· 2018-05-18
0.845
best: 0.86 (QGAC)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
Image RestorationonLIVE1 (Quality 30 Grayscale)
PSNR· 2018-05-18
33.45
best: 33.73 (Hi-IR)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
Image RestorationonLIVE1 (Quality 20 Color)
PSNR· 2018-05-18
29.8
best: 30.66 (Hi-IR)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
Image RestorationonLIVE1 (Quality 20 Color)
PSNR-B· 2018-05-18
29.78
best: 30.01 (IDCN)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
Image RestorationonICB (Quality 20 Grayscale)
PSNR· 2018-05-18
36.56
best: 37.12 (QGAC)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
Image RestorationonICB (Quality 20 Grayscale)
PSNR-B· 2018-05-18
36.44
best: 36.88 (QGAC)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
Image RestorationonICB (Quality 10 Grayscale)
PSNR· 2018-05-18
34.12
best: 34.73 (QGAC)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
Image RestorationonICB (Quality 10 Grayscale)
PSNR-B· 2018-05-18
34.06
best: 34.58 (QGAC)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
Image RestorationonICB (Quality 10 Grayscale)
SSIM· 2018-05-18
0.884
best: 0.896 (QGAC)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
Image RestorationonICB (Quality 10 Color)
PSNR· 2018-05-18
30.76
best: 32.18 (FBCNN)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
Image RestorationonClassic5 (Quality 10 Grayscale)
PSNR· 2018-05-18
30.01
best: 30.38 (Hi-IR)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
Image RestorationonLIVE1 (Quality 20 Grayscale)
PSNR· 2018-05-18
32.04
best: 32.31 (Hi-IR)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
Image RestorationonLIVE1 (Quality 20 Grayscale)
PSNR-B· 2018-05-18
31.83
best: 32 (IDCN)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
Image RestorationonLIVE1 (Quality 20 Grayscale)
SSIM· 2018-05-18
0.8989
best: 0.901 (QGAC)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
DenoisingonUrban100 sigma25
PSNR· 2018-05-18
30.66
best: 33.34 (Hi-IR)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
DenoisingonUrban100 sigma15
PSNR· 2018-05-18
33.17
best: 33.79 (Restormer)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
DenoisingonSet12 sigma50
PSNR· 2018-05-18
27.74
best: 28.15 (Hi-IR)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
DenoisingonUrban100 sigma50
PSNR· 2018-05-18
27.42
best: 30.59 (Hi-IR)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
DenoisingonSet12 sigma15
PSNR· 2018-05-18
33.15
best: 33.48 (Hi-IR)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
DenoisingonSet12 sigma25
PSNR· 2018-05-18
30.79
best: 31.19 (Hi-IR)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
DenoisingonBSD68 sigma50
PSNR· 2018-05-18
26.53
best: 30.08 (MaIR+)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
Image Super-ResolutiononBSD100 - 2x upscaling
PSNR· 2018-05-18
32.23
best: 33.12 (WaveMixSR-V2)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
Image Super-ResolutiononSet14 - 3x upscaling
PSNR· 2018-05-18
30.16
best: 31.55 (Hi-IR-L)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
Image Super-ResolutiononSet14 - 2x upscaling
PSNR· 2018-05-18
33.7
best: 35.36 (DRCT-L)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
Image Super-ResolutiononSet5 - 3x upscaling
PSNR· 2018-05-18
34.17
best: 35.35 (HMA†)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
Image Super-ResolutiononUrban100 - 2x upscaling
PSNR· 2018-05-18
32.3
best: 35.24 (HMA†)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
Image Super-ResolutiononSet5 - 2x upscaling
PSNR· 2018-05-18
37.91
best: 39.14 (DRCT-L)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
Image Super-ResolutiononUrban100 - 3x upscaling
PSNR· 2018-05-18
28.13
best: 31.07 (Hi-IR-L)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
Image Super-ResolutiononBSD100 - 3x upscaling
PSNR· 2018-05-18
29.12
best: 29.67 (Hi-IR-L)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
3D Object Super-ResolutiononBSD100 - 2x upscaling
PSNR· 2018-05-18
32.23
best: 33.12 (WaveMixSR-V2)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
3D Object Super-ResolutiononSet14 - 3x upscaling
PSNR· 2018-05-18
30.16
best: 31.55 (Hi-IR-L)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
3D Object Super-ResolutiononSet14 - 2x upscaling
PSNR· 2018-05-18
33.7
best: 35.36 (DRCT-L)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
3D Object Super-ResolutiononSet5 - 3x upscaling
PSNR· 2018-05-18
34.17
best: 35.35 (HMA†)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
3D Object Super-ResolutiononUrban100 - 2x upscaling
PSNR· 2018-05-18
32.3
best: 35.24 (HMA†)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
3D Object Super-ResolutiononSet5 - 2x upscaling
PSNR· 2018-05-18
37.91
best: 39.14 (DRCT-L)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
3D Object Super-ResolutiononUrban100 - 3x upscaling
PSNR· 2018-05-18
28.13
best: 31.07 (Hi-IR-L)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
3D Object Super-ResolutiononBSD100 - 3x upscaling
PSNR· 2018-05-18
29.12
best: 29.67 (Hi-IR-L)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
Image RestorationonLive1 (Quality 10 Grayscale)
PSNR-B· 2018-05-18
29.39
best: 29.66 (IDCN)
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
Image RestorationonLIVE1 (Quality 10 Color)
SSIM· 2018-05-18
0.808
best: 0.819 (QGAC)
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
Image RestorationonLIVE1 (Quality 20 Color)
SSIM· 2018-05-18
0.877
best: 0.882 (IDCN)
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
Image RestorationonICB (Quality 20 Grayscale)
SSIM· 2018-05-18
0.902
best: 0.924 (QGAC)
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
Image RestorationonICB (Quality 10 Color)
PSNR-B· 2018-05-18
31.21
best: 32.47 (QGAC)
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
Image RestorationonICB (Quality 10 Color)
SSIM· 2018-05-18
0.779
best: 0.815 (FBCNN)
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
DenoisingonBSD68 sigma15
PSNR· 2018-05-18
31.86
best: 34.01 (RIDNet)
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
DenoisingonBSD68 sigma25
PSNR· 2018-05-18
29.41
best: 31.37 (RIDNet)
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
Image Super-ResolutiononSet14 - 4x upscaling
PSNR· 2018-05-18
28.41
best: 29.54 (DRCT-L)
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
Image Super-ResolutiononSet14 - 4x upscaling
SSIM· 2018-05-18
0.7816
best: 0.894 (Edge-informed SR)
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
Image Super-ResolutiononUrban100 - 4x upscaling
PSNR· 2018-05-18
26.27
best: 28.72 (Hi-IR-L)
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
Image Super-ResolutiononUrban100 - 4x upscaling
SSIM· 2018-05-18
0.789
best: 0.9481 (SPSR)
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
Image Super-ResolutiononBSD100 - 4x upscaling
PSNR· 2018-05-18
27.62
best: 28.16 (DRCT-L)
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
Image Super-ResolutiononBSD100 - 4x upscaling
SSIM· 2018-05-18
0.7355
best: 0.851 (Edge-informed SR)
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
3D Object Super-ResolutiononSet14 - 4x upscaling
PSNR· 2018-05-18
28.41
best: 29.54 (DRCT-L)
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
3D Object Super-ResolutiononSet14 - 4x upscaling
SSIM· 2018-05-18
0.7816
best: 0.894 (Edge-informed SR)
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
3D Object Super-ResolutiononUrban100 - 4x upscaling
PSNR· 2018-05-18
26.27
best: 28.72 (Hi-IR-L)
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
3D Object Super-ResolutiononUrban100 - 4x upscaling
SSIM· 2018-05-18
0.789
best: 0.9481 (SPSR)
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
3D Object Super-ResolutiononBSD100 - 4x upscaling
PSNR· 2018-05-18
27.62
best: 28.16 (DRCT-L)
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
3D Object Super-ResolutiononBSD100 - 4x upscaling
SSIM· 2018-05-18
0.7355
best: 0.851 (Edge-informed SR)
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071

Audio33 results

10-shot image generationonLive1 (Quality 10 Grayscale)
PSNR· 2018-05-18
29.69
best: 29.94 (Hi-IR)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
10-shot image generationonLive1 (Quality 10 Grayscale)
SSIM· 2018-05-18
0.8357
best: 0.84 (QGAC)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
10-shot image generationonClassic5 (Quality 30 Grayscale)
PSNR· 2018-05-18
33.43
best: 33.8 (Hi-IR)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
10-shot image generationonLIVE1 (Quality 40 Grayscale)
PSNR· 2018-05-18
34.45
best: 34.71 (Hi-IR)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
10-shot image generationonICB (Quality 20 Color)
PSNR· 2018-05-18
32.79
best: 34.38 (FBCNN)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
10-shot image generationonICB (Quality 20 Color)
PSNR-B· 2018-05-18
33.32
best: 34.67 (QGAC)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
10-shot image generationonICB (Quality 20 Color)
SSIM· 2018-05-18
0.812
best: 0.845 (QGAC)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
10-shot image generationonLIVE1 (Quality 10 Color)
PSNR· 2018-05-18
27.45
best: 28.36 (Hi-IR)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
10-shot image generationonLIVE1 (Quality 10 Color)
PSNR-B· 2018-05-18
27.44
best: 27.63 (IDCN)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
10-shot image generationonClassic5 (Quality 40 Grayscale)
PSNR· 2018-05-18
34.27
best: 34.61 (Hi-IR)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
10-shot image generationonClassic5 (Quality 20 Grayscale)
PSNR· 2018-05-18
32.16
best: 32.62 (Hi-IR)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
10-shot image generationonICB (Quality 30 Color)
PSNR· 2018-05-18
34.11
best: 35.41 (FBCNN)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
10-shot image generationonICB (Quality 30 Color)
PSNR-B· 2018-05-18
34.69
best: 35.67 (QGAC)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
10-shot image generationonICB (Quality 30 Color)
SSIM· 2018-05-18
0.845
best: 0.86 (QGAC)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
10-shot image generationonLIVE1 (Quality 30 Grayscale)
PSNR· 2018-05-18
33.45
best: 33.73 (Hi-IR)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
10-shot image generationonLIVE1 (Quality 20 Color)
PSNR· 2018-05-18
29.8
best: 30.66 (Hi-IR)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
10-shot image generationonLIVE1 (Quality 20 Color)
PSNR-B· 2018-05-18
29.78
best: 30.01 (IDCN)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
10-shot image generationonICB (Quality 20 Grayscale)
PSNR· 2018-05-18
36.56
best: 37.12 (QGAC)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
10-shot image generationonICB (Quality 20 Grayscale)
PSNR-B· 2018-05-18
36.44
best: 36.88 (QGAC)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
10-shot image generationonICB (Quality 10 Grayscale)
PSNR· 2018-05-18
34.12
best: 34.73 (QGAC)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
10-shot image generationonICB (Quality 10 Grayscale)
PSNR-B· 2018-05-18
34.06
best: 34.58 (QGAC)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
10-shot image generationonICB (Quality 10 Grayscale)
SSIM· 2018-05-18
0.884
best: 0.896 (QGAC)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
10-shot image generationonICB (Quality 10 Color)
PSNR· 2018-05-18
30.76
best: 32.18 (FBCNN)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
10-shot image generationonClassic5 (Quality 10 Grayscale)
PSNR· 2018-05-18
30.01
best: 30.38 (Hi-IR)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
10-shot image generationonLIVE1 (Quality 20 Grayscale)
PSNR· 2018-05-18
32.04
best: 32.31 (Hi-IR)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
10-shot image generationonLIVE1 (Quality 20 Grayscale)
PSNR-B· 2018-05-18
31.83
best: 32 (IDCN)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
10-shot image generationonLIVE1 (Quality 20 Grayscale)
SSIM· 2018-05-18
0.8989
best: 0.901 (QGAC)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
10-shot image generationonLive1 (Quality 10 Grayscale)
PSNR-B· 2018-05-18
29.39
best: 29.66 (IDCN)
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
10-shot image generationonLIVE1 (Quality 10 Color)
SSIM· 2018-05-18
0.808
best: 0.819 (QGAC)
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
10-shot image generationonLIVE1 (Quality 20 Color)
SSIM· 2018-05-18
0.877
best: 0.882 (IDCN)
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
10-shot image generationonICB (Quality 20 Grayscale)
SSIM· 2018-05-18
0.902
best: 0.924 (QGAC)
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
10-shot image generationonICB (Quality 10 Color)
PSNR-B· 2018-05-18
31.21
best: 32.47 (QGAC)
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
10-shot image generationonICB (Quality 10 Color)
SSIM· 2018-05-18
0.779
best: 0.815 (FBCNN)
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071

Graphs14 results

Super-ResolutiononBSD100 - 2x upscaling
PSNR· 2018-05-18
32.23
best: 33.12 (WaveMixSR-V2)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
Super-ResolutiononSet14 - 3x upscaling
PSNR· 2018-05-18
30.16
best: 31.55 (Hi-IR-L)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
Super-ResolutiononSet14 - 2x upscaling
PSNR· 2018-05-18
33.7
best: 35.36 (DRCT-L)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
Super-ResolutiononSet5 - 3x upscaling
PSNR· 2018-05-18
34.17
best: 35.35 (HMA†)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
Super-ResolutiononUrban100 - 2x upscaling
PSNR· 2018-05-18
32.3
best: 35.24 (HMA†)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
Super-ResolutiononSet5 - 2x upscaling
PSNR· 2018-05-18
37.91
best: 39.14 (DRCT-L)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
Super-ResolutiononUrban100 - 3x upscaling
PSNR· 2018-05-18
28.13
best: 31.07 (Hi-IR-L)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
Super-ResolutiononBSD100 - 3x upscaling
PSNR· 2018-05-18
29.12
best: 29.67 (Hi-IR-L)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
Super-ResolutiononSet14 - 4x upscaling
PSNR· 2018-05-18
28.41
best: 29.54 (DRCT-L)
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
Super-ResolutiononSet14 - 4x upscaling
SSIM· 2018-05-18
0.7816
best: 0.894 (Edge-informed SR)
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
Super-ResolutiononUrban100 - 4x upscaling
PSNR· 2018-05-18
26.27
best: 28.72 (Hi-IR-L)
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
Super-ResolutiononUrban100 - 4x upscaling
SSIM· 2018-05-18
0.789
best: 0.9481 (SPSR)
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
Super-ResolutiononBSD100 - 4x upscaling
PSNR· 2018-05-18
27.62
best: 28.16 (DRCT-L)
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
Super-ResolutiononBSD100 - 4x upscaling
SSIM· 2018-05-18
0.7355
best: 0.851 (Edge-informed SR)
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071

Methodology14 results

16konBSD100 - 2x upscaling
PSNR· 2018-05-18
32.23
best: 33.12 (WaveMixSR-V2)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
16konSet14 - 3x upscaling
PSNR· 2018-05-18
30.16
best: 31.55 (Hi-IR-L)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
16konSet14 - 2x upscaling
PSNR· 2018-05-18
33.7
best: 35.36 (DRCT-L)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
16konSet5 - 3x upscaling
PSNR· 2018-05-18
34.17
best: 35.35 (HMA†)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
16konUrban100 - 2x upscaling
PSNR· 2018-05-18
32.3
best: 35.24 (HMA†)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
16konSet5 - 2x upscaling
PSNR· 2018-05-18
37.91
best: 39.14 (DRCT-L)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
16konUrban100 - 3x upscaling
PSNR· 2018-05-18
28.13
best: 31.07 (Hi-IR-L)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
16konBSD100 - 3x upscaling
PSNR· 2018-05-18
29.12
best: 29.67 (Hi-IR-L)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
16konSet14 - 4x upscaling
PSNR· 2018-05-18
28.41
best: 29.54 (DRCT-L)
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
16konSet14 - 4x upscaling
SSIM· 2018-05-18
0.7816
best: 0.894 (Edge-informed SR)
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
16konUrban100 - 4x upscaling
PSNR· 2018-05-18
26.27
best: 28.72 (Hi-IR-L)
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
16konUrban100 - 4x upscaling
SSIM· 2018-05-18
0.789
best: 0.9481 (SPSR)
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
16konBSD100 - 4x upscaling
PSNR· 2018-05-18
27.62
best: 28.16 (DRCT-L)
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
16konBSD100 - 4x upscaling
SSIM· 2018-05-18
0.7355
best: 0.851 (Edge-informed SR)
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071

Adversarial9 results

3D ArchitectureonUrban100 sigma25
PSNR· 2018-05-18
30.66
best: 33.34 (Hi-IR)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
3D ArchitectureonUrban100 sigma15
PSNR· 2018-05-18
33.17
best: 33.79 (Restormer)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
3D ArchitectureonSet12 sigma50
PSNR· 2018-05-18
27.74
best: 28.15 (Hi-IR)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
3D ArchitectureonUrban100 sigma50
PSNR· 2018-05-18
27.42
best: 30.59 (Hi-IR)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
3D ArchitectureonSet12 sigma15
PSNR· 2018-05-18
33.15
best: 33.48 (Hi-IR)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
3D ArchitectureonSet12 sigma25
PSNR· 2018-05-18
30.79
best: 31.19 (Hi-IR)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
3D ArchitectureonBSD68 sigma50
PSNR· 2018-05-18
26.53
best: 30.08 (MaIR+)
SOTA
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
3D ArchitectureonBSD68 sigma15
PSNR· 2018-05-18
31.86
best: 34.01 (RIDNet)
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071
3D ArchitectureonBSD68 sigma25
PSNR· 2018-05-18
29.41
best: 31.37 (RIDNet)
Multi-level Wavelet-CNN for Image Restoration arXiv:1805.07071