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Models/SwinIA

SwinIA

Reported on 82 benchmarks across 3 tasks · 1 paper · 70 SOTA

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

Computer Vision44 results

DenoisingonKodak24 sigma5-50
PSNR· 2023-05-09
30.3
SOTA
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
DenoisingonKodak24 sigma5-50
SSIM· 2023-05-09
0.82
SOTA
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
DenoisingonBSD300 sigma5-50
PSNR· 2023-05-09
28.4
SOTA
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
DenoisingonBSD300 sigma5-50
SSIM· 2023-05-09
0.785
SOTA
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
DenoisingonBSD300 sigma25
PSNR· 2023-05-09
28.4
SOTA
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
DenoisingonBSD300 sigma25
SSIM· 2023-05-09
0.789
SOTA
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
DenoisingonSet14 lambda30
PSNR· 2023-05-09
28.74
SOTA
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
DenoisingonSet14 lambda30
SSIM· 2023-05-09
0.799
SOTA
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
DenoisingonKodak24 lambda5-50
PSNR· 2023-05-09
29.06
SOTA
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
DenoisingonKodak24 lambda5-50
SSIM· 2023-05-09
0.788
SOTA
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
DenoisingonSet14 sigma5-50
PSNR· 2023-05-09
29.49
SOTA
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
DenoisingonSet14 sigma5-50
SSIM· 2023-05-09
0.809
SOTA
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
DenoisingonSet14 lambda5-50
PSNR· 2023-05-09
28.27
SOTA
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
DenoisingonSet14 lambda5-50
SSIM· 2023-05-09
0.78
SOTA
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
DenoisingonKodak24 sigma25
PSNR· 2023-05-09
30.12
best: 33.12 (DMID-d)
SOTA
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
DenoisingonKodak24 sigma25
SSIM· 2023-05-09
0.819
SOTA
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
DenoisingonKodak24 lambda30
PSNR· 2023-05-09
29.51
SOTA
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
DenoisingonKodak24 lambda30
SSIM· 2023-05-09
0.805
SOTA
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
DenoisingonBSD300 lambda5-50
PSNR· 2023-05-09
27.74
SOTA
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
DenoisingonBSD300 lambda5-50
SSIM· 2023-05-09
0.764
SOTA
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
DenoisingonSet14 sigma25
PSNR· 2023-05-09
29.54
SOTA
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
DenoisingonSet14 sigma25
SSIM· 2023-05-09
0.814
SOTA
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
DenoisingonBSD300 lambda30
PSNR· 2023-05-09
27.92
SOTA
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
DenoisingonBSD300 lambda30
SSIM· 2023-05-09
0.775
SOTA
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
DenoisingonSet12 sigma50
SSIM· 2023-05-09
0.736
SOTA
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
DenoisingonSet12 sigma15
SSIM· 2023-05-09
0.857
SOTA
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
DenoisingonBSD68 sigma15
SSIM· 2023-05-09
0.856
SOTA
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
DenoisingonHanzi
PSNR· 2023-05-09
14.35
SOTA
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
DenoisingonHanzi
SSIM· 2023-05-09
0.556
SOTA
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
DenoisingonBSD68 sigma25
SSIM· 2023-05-09
0.801
SOTA
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
DenoisingonSet12 sigma25
SSIM· 2023-05-09
0.817
SOTA
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
DenoisingonBSD68 sigma50
SSIM· 2023-05-09
0.706
SOTA
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
Medical Image DenoisingonFMD Confocal Fish
PSNR· 2023-05-09
31.79
SOTA
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
Medical Image DenoisingonFMD Confocal Fish
SSIM· 2023-05-09
0.871
SOTA
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
Medical Image DenoisingonFMD Confocal Mice
PSNR· 2023-05-09
37.65
SOTA
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
Medical Image DenoisingonFMD Confocal Mice
SSIM· 2023-05-09
0.96
SOTA
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
Medical Image DenoisingonFMD Two-Photon Mice
PSNR· 2023-05-09
33.25
SOTA
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
Medical Image DenoisingonFMD Two-Photon Mice
SSIM· 2023-05-09
0.915
SOTA
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
DenoisingonSet12 sigma50
PSNR· 2023-05-09
26.03
best: 28.15 (Hi-IR)
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
DenoisingonSet12 sigma15
PSNR· 2023-05-09
30.37
best: 33.48 (Hi-IR)
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
DenoisingonBSD68 sigma15
PSNR· 2023-05-09
31.07
best: 34.01 (RIDNet)
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
DenoisingonBSD68 sigma25
PSNR· 2023-05-09
29.17
best: 31.37 (RIDNet)
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
DenoisingonSet12 sigma25
PSNR· 2023-05-09
28.72
best: 31.19 (Hi-IR)
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
DenoisingonBSD68 sigma50
PSNR· 2023-05-09
26.61
best: 30.08 (MaIR+)
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651

Adversarial38 results

3D ArchitectureonKodak24 sigma5-50
PSNR· 2023-05-09
30.3
SOTA
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
3D ArchitectureonKodak24 sigma5-50
SSIM· 2023-05-09
0.82
SOTA
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
3D ArchitectureonBSD300 sigma5-50
PSNR· 2023-05-09
28.4
SOTA
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
3D ArchitectureonBSD300 sigma5-50
SSIM· 2023-05-09
0.785
SOTA
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
3D ArchitectureonBSD300 sigma25
PSNR· 2023-05-09
28.4
SOTA
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
3D ArchitectureonBSD300 sigma25
SSIM· 2023-05-09
0.789
SOTA
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
3D ArchitectureonSet14 lambda30
PSNR· 2023-05-09
28.74
SOTA
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
3D ArchitectureonSet14 lambda30
SSIM· 2023-05-09
0.799
SOTA
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
3D ArchitectureonKodak24 lambda5-50
PSNR· 2023-05-09
29.06
SOTA
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
3D ArchitectureonKodak24 lambda5-50
SSIM· 2023-05-09
0.788
SOTA
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
3D ArchitectureonSet14 sigma5-50
PSNR· 2023-05-09
29.49
SOTA
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
3D ArchitectureonSet14 sigma5-50
SSIM· 2023-05-09
0.809
SOTA
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
3D ArchitectureonSet14 lambda5-50
PSNR· 2023-05-09
28.27
SOTA
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
3D ArchitectureonSet14 lambda5-50
SSIM· 2023-05-09
0.78
SOTA
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
3D ArchitectureonKodak24 sigma25
PSNR· 2023-05-09
30.12
best: 33.12 (DMID-d)
SOTA
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
3D ArchitectureonKodak24 sigma25
SSIM· 2023-05-09
0.819
SOTA
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
3D ArchitectureonKodak24 lambda30
PSNR· 2023-05-09
29.51
SOTA
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
3D ArchitectureonKodak24 lambda30
SSIM· 2023-05-09
0.805
SOTA
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
3D ArchitectureonBSD300 lambda5-50
PSNR· 2023-05-09
27.74
SOTA
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
3D ArchitectureonBSD300 lambda5-50
SSIM· 2023-05-09
0.764
SOTA
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
3D ArchitectureonSet14 sigma25
PSNR· 2023-05-09
29.54
SOTA
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
3D ArchitectureonSet14 sigma25
SSIM· 2023-05-09
0.814
SOTA
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
3D ArchitectureonBSD300 lambda30
PSNR· 2023-05-09
27.92
SOTA
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
3D ArchitectureonBSD300 lambda30
SSIM· 2023-05-09
0.775
SOTA
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
3D ArchitectureonSet12 sigma50
SSIM· 2023-05-09
0.736
SOTA
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
3D ArchitectureonSet12 sigma15
SSIM· 2023-05-09
0.857
SOTA
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
3D ArchitectureonBSD68 sigma15
SSIM· 2023-05-09
0.856
SOTA
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
3D ArchitectureonHanzi
PSNR· 2023-05-09
14.35
SOTA
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
3D ArchitectureonHanzi
SSIM· 2023-05-09
0.556
SOTA
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
3D ArchitectureonBSD68 sigma25
SSIM· 2023-05-09
0.801
SOTA
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
3D ArchitectureonSet12 sigma25
SSIM· 2023-05-09
0.817
SOTA
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
3D ArchitectureonBSD68 sigma50
SSIM· 2023-05-09
0.706
SOTA
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
3D ArchitectureonSet12 sigma50
PSNR· 2023-05-09
26.03
best: 28.15 (Hi-IR)
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
3D ArchitectureonSet12 sigma15
PSNR· 2023-05-09
30.37
best: 33.48 (Hi-IR)
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
3D ArchitectureonBSD68 sigma15
PSNR· 2023-05-09
31.07
best: 34.01 (RIDNet)
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
3D ArchitectureonBSD68 sigma25
PSNR· 2023-05-09
29.17
best: 31.37 (RIDNet)
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
3D ArchitectureonSet12 sigma25
PSNR· 2023-05-09
28.72
best: 31.19 (Hi-IR)
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651
3D ArchitectureonBSD68 sigma50
PSNR· 2023-05-09
26.61
best: 30.08 (MaIR+)
SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions arXiv:2305.05651