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Models/DCLS

DCLS

Reported on 102 benchmarks across 3 tasks · 1 paper · 87 SOTA

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

Computer Vision34 results

Image RestorationonSet5 - 3x upscaling
PSNR· 2022-02-15
34.21
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
Image RestorationonBSD100 - 2x upscaling
PSNR· 2022-02-15
32.04
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
Image RestorationonBSD100 - 2x upscaling
SSIM· 2022-02-15
0.8907
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
Image RestorationonSet14 - 4x upscaling
PSNR· 2022-02-15
28.54
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
Image RestorationonSet14 - 4x upscaling
SSIM· 2022-02-15
0.7728
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
Image RestorationonManga109 - 4x upscaling
PSNR· 2022-02-15
30.86
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
Image RestorationonManga109 - 4x upscaling
SSIM· 2022-02-15
0.9086
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
Image RestorationonBSD100 - 4x upscaling
PSNR· 2022-02-15
27.6
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
Image RestorationonSet5 - 2x upscaling
PSNR· 2022-02-15
37.63
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
Image RestorationonSet5 - 4x upscaling
PSNR· 2022-02-15
32.12
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
Image RestorationonUrban100 - 2x upscaling
PSNR· 2022-02-15
31.69
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
Image RestorationonUrban100 - 2x upscaling
SSIM· 2022-02-15
0.9202
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
Image RestorationonSet14 - 2x upscaling
PSNR· 2022-02-15
33.46
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
Image RestorationonSet14 - 2x upscaling
SSIM· 2022-02-15
0.9103
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
Image RestorationonUrban100 - 4x upscaling
PSNR· 2022-02-15
26.15
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
Image RestorationonUrban100 - 4x upscaling
SSIM· 2022-02-15
0.7809
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
Image RestorationonDIV2KRK - 4x upscaling
PSNR· 2022-02-15
28.99
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
Image RestorationonDIV2KRK - 4x upscaling
SSIM· 2022-02-15
0.7946
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
Image RestorationonSet14 - 3x upscaling
PSNR· 2022-02-15
30.29
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
Image RestorationonSet14 - 3x upscaling
SSIM· 2022-02-15
0.8329
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
Image RestorationonUrban100 - 3x upscaling
PSNR· 2022-02-15
28.03
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
Image RestorationonUrban100 - 3x upscaling
SSIM· 2022-02-15
0.8444
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
Image RestorationonDIV2KRK - 2x upscaling
PSNR· 2022-02-15
32.75
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
Image RestorationonDIV2KRK - 2x upscaling
SSIM· 2022-02-15
0.9094
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
Image RestorationonManga109 - 2x upscaling
PSNR· 2022-02-15
38.31
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
Image RestorationonManga109 - 2x upscaling
SSIM· 2022-02-15
0.974
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
Image RestorationonManga109 - 3x upscaling
PSNR· 2022-02-15
33.54
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
Image RestorationonManga109 - 3x upscaling
SSIM· 2022-02-15
0.9414
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
Image RestorationonBSD100 - 3x upscaling
PSNR· 2022-02-15
29.07
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
Image RestorationonSet5 - 3x upscaling
SSIM· 2022-02-15
0.9218
best: 0.942 (IKC)
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
Image RestorationonBSD100 - 4x upscaling
SSIM· 2022-02-15
0.7285
best: 0.8014 (IKC)
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
Image RestorationonSet5 - 2x upscaling
SSIM· 2022-02-15
0.9554
best: 0.9658 (IKC)
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
Image RestorationonSet5 - 4x upscaling
SSIM· 2022-02-15
0.889
best: 0.9278 (IKC)
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
Image RestorationonBSD100 - 3x upscaling
SSIM· 2022-02-15
0.7956
best: 0.8493 (IKC)
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508

Medical34 results

Image ReconstructiononSet5 - 3x upscaling
PSNR· 2022-02-15
34.21
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
Image ReconstructiononBSD100 - 2x upscaling
PSNR· 2022-02-15
32.04
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
Image ReconstructiononBSD100 - 2x upscaling
SSIM· 2022-02-15
0.8907
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
Image ReconstructiononSet14 - 4x upscaling
PSNR· 2022-02-15
28.54
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
Image ReconstructiononSet14 - 4x upscaling
SSIM· 2022-02-15
0.7728
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
Image ReconstructiononManga109 - 4x upscaling
PSNR· 2022-02-15
30.86
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
Image ReconstructiononManga109 - 4x upscaling
SSIM· 2022-02-15
0.9086
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
Image ReconstructiononBSD100 - 4x upscaling
PSNR· 2022-02-15
27.6
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
Image ReconstructiononSet5 - 2x upscaling
PSNR· 2022-02-15
37.63
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
Image ReconstructiononSet5 - 4x upscaling
PSNR· 2022-02-15
32.12
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
Image ReconstructiononUrban100 - 2x upscaling
PSNR· 2022-02-15
31.69
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
Image ReconstructiononUrban100 - 2x upscaling
SSIM· 2022-02-15
0.9202
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
Image ReconstructiononSet14 - 2x upscaling
PSNR· 2022-02-15
33.46
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
Image ReconstructiononSet14 - 2x upscaling
SSIM· 2022-02-15
0.9103
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
Image ReconstructiononUrban100 - 4x upscaling
PSNR· 2022-02-15
26.15
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
Image ReconstructiononUrban100 - 4x upscaling
SSIM· 2022-02-15
0.7809
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
Image ReconstructiononDIV2KRK - 4x upscaling
PSNR· 2022-02-15
28.99
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
Image ReconstructiononDIV2KRK - 4x upscaling
SSIM· 2022-02-15
0.7946
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
Image ReconstructiononSet14 - 3x upscaling
PSNR· 2022-02-15
30.29
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
Image ReconstructiononSet14 - 3x upscaling
SSIM· 2022-02-15
0.8329
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
Image ReconstructiononUrban100 - 3x upscaling
PSNR· 2022-02-15
28.03
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
Image ReconstructiononUrban100 - 3x upscaling
SSIM· 2022-02-15
0.8444
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
Image ReconstructiononDIV2KRK - 2x upscaling
PSNR· 2022-02-15
32.75
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
Image ReconstructiononDIV2KRK - 2x upscaling
SSIM· 2022-02-15
0.9094
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
Image ReconstructiononManga109 - 2x upscaling
PSNR· 2022-02-15
38.31
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
Image ReconstructiononManga109 - 2x upscaling
SSIM· 2022-02-15
0.974
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
Image ReconstructiononManga109 - 3x upscaling
PSNR· 2022-02-15
33.54
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
Image ReconstructiononManga109 - 3x upscaling
SSIM· 2022-02-15
0.9414
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
Image ReconstructiononBSD100 - 3x upscaling
PSNR· 2022-02-15
29.07
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
Image ReconstructiononSet5 - 3x upscaling
SSIM· 2022-02-15
0.9218
best: 0.942 (IKC)
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
Image ReconstructiononBSD100 - 4x upscaling
SSIM· 2022-02-15
0.7285
best: 0.8014 (IKC)
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
Image ReconstructiononSet5 - 2x upscaling
SSIM· 2022-02-15
0.9554
best: 0.9658 (IKC)
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
Image ReconstructiononSet5 - 4x upscaling
SSIM· 2022-02-15
0.889
best: 0.9278 (IKC)
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
Image ReconstructiononBSD100 - 3x upscaling
SSIM· 2022-02-15
0.7956
best: 0.8493 (IKC)
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508

Audio34 results

10-shot image generationonSet5 - 3x upscaling
PSNR· 2022-02-15
34.21
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
10-shot image generationonBSD100 - 2x upscaling
PSNR· 2022-02-15
32.04
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
10-shot image generationonBSD100 - 2x upscaling
SSIM· 2022-02-15
0.8907
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
10-shot image generationonSet14 - 4x upscaling
PSNR· 2022-02-15
28.54
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
10-shot image generationonSet14 - 4x upscaling
SSIM· 2022-02-15
0.7728
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
10-shot image generationonManga109 - 4x upscaling
PSNR· 2022-02-15
30.86
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
10-shot image generationonManga109 - 4x upscaling
SSIM· 2022-02-15
0.9086
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
10-shot image generationonBSD100 - 4x upscaling
PSNR· 2022-02-15
27.6
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
10-shot image generationonSet5 - 2x upscaling
PSNR· 2022-02-15
37.63
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
10-shot image generationonSet5 - 4x upscaling
PSNR· 2022-02-15
32.12
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
10-shot image generationonUrban100 - 2x upscaling
PSNR· 2022-02-15
31.69
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
10-shot image generationonUrban100 - 2x upscaling
SSIM· 2022-02-15
0.9202
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
10-shot image generationonSet14 - 2x upscaling
PSNR· 2022-02-15
33.46
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
10-shot image generationonSet14 - 2x upscaling
SSIM· 2022-02-15
0.9103
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
10-shot image generationonUrban100 - 4x upscaling
PSNR· 2022-02-15
26.15
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
10-shot image generationonUrban100 - 4x upscaling
SSIM· 2022-02-15
0.7809
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
10-shot image generationonDIV2KRK - 4x upscaling
PSNR· 2022-02-15
28.99
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
10-shot image generationonDIV2KRK - 4x upscaling
SSIM· 2022-02-15
0.7946
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
10-shot image generationonSet14 - 3x upscaling
PSNR· 2022-02-15
30.29
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
10-shot image generationonSet14 - 3x upscaling
SSIM· 2022-02-15
0.8329
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
10-shot image generationonUrban100 - 3x upscaling
PSNR· 2022-02-15
28.03
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
10-shot image generationonUrban100 - 3x upscaling
SSIM· 2022-02-15
0.8444
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
10-shot image generationonDIV2KRK - 2x upscaling
PSNR· 2022-02-15
32.75
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
10-shot image generationonDIV2KRK - 2x upscaling
SSIM· 2022-02-15
0.9094
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
10-shot image generationonManga109 - 2x upscaling
PSNR· 2022-02-15
38.31
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
10-shot image generationonManga109 - 2x upscaling
SSIM· 2022-02-15
0.974
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
10-shot image generationonManga109 - 3x upscaling
PSNR· 2022-02-15
33.54
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
10-shot image generationonManga109 - 3x upscaling
SSIM· 2022-02-15
0.9414
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
10-shot image generationonBSD100 - 3x upscaling
PSNR· 2022-02-15
29.07
SOTA
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
10-shot image generationonSet5 - 3x upscaling
SSIM· 2022-02-15
0.9218
best: 0.942 (IKC)
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
10-shot image generationonBSD100 - 4x upscaling
SSIM· 2022-02-15
0.7285
best: 0.8014 (IKC)
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
10-shot image generationonSet5 - 2x upscaling
SSIM· 2022-02-15
0.9554
best: 0.9658 (IKC)
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
10-shot image generationonSet5 - 4x upscaling
SSIM· 2022-02-15
0.889
best: 0.9278 (IKC)
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508
10-shot image generationonBSD100 - 3x upscaling
SSIM· 2022-02-15
0.7956
best: 0.8493 (IKC)
Deep Constrained Least Squares for Blind Image Super-Resolution arXiv:2202.07508