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Models/MaIR

MaIR

Reported on 72 benchmarks across 12 tasks · 1 paper

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

Computer Vision37 results

DehazingonSOTS Indoor
PSNR· 2024-12-28
39.45
best: 42.72 (ConvIR)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
DehazingonSOTS Indoor
SSIM· 2024-12-28
0.997
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
DehazingonSOTS Outdoor
PSNR· 2024-12-28
36.96
best: 40.73 (ChaIR)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
DehazingonSOTS Outdoor
SSIM· 2024-12-28
0.991
best: 0.997 (ChaIR)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
Image DehazingonSOTS Indoor
PSNR· 2024-12-28
39.45
best: 42.72 (ConvIR)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
Image DehazingonSOTS Indoor
SSIM· 2024-12-28
0.997
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
Image DehazingonSOTS Outdoor
PSNR· 2024-12-28
36.96
best: 40.73 (ChaIR)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
Image DehazingonSOTS Outdoor
SSIM· 2024-12-28
0.991
best: 0.997 (ChaIR)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
DenoisingonUrban100 sigma25
PSNR· 2024-12-28
33.22
best: 33.34 (Hi-IR)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
Denoisingonurban100 sigma15
PSNR· 2024-12-28
35.35
best: 35.63 (AKDT)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
DenoisingonUrban100 sigma50
PSNR· 2024-12-28
30.3
best: 30.59 (Hi-IR)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
DenoisingonBSD68 sigma50
PSNR· 2024-12-28
28.66
best: 30.08 (MaIR+)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
Image Super-ResolutiononSet5 - 4x upscaling
PSNR· 2024-12-28
32.93
best: 33.38 (HMA†)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
Image Super-ResolutiononSet5 - 4x upscaling
SSIM· 2024-12-28
0.9045
best: 0.9103 (Hi-IR-L)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
Image Super-ResolutiononSet14 - 2x upscaling
PSNR· 2024-12-28
34.75
best: 35.36 (DRCT-L)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
Image Super-ResolutiononSet14 - 2x upscaling
SSIM· 2024-12-28
0.9268
best: 0.9311 (Hi-IR-L)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
Image Super-ResolutiononSet14 - 4x upscaling
PSNR· 2024-12-28
29.2
best: 29.54 (DRCT-L)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
Image Super-ResolutiononSet14 - 4x upscaling
SSIM· 2024-12-28
0.7958
best: 0.894 (Edge-informed SR)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
Image Super-ResolutiononManga109 - 4x upscaling
PSNR· 2024-12-28
32.46
best: 33.19 (HMA†)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
Image Super-ResolutiononManga109 - 4x upscaling
SSIM· 2024-12-28
0.9284
best: 0.9366 (Hi-IR-L)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
Image Super-ResolutiononSet5 - 2x upscaling
PSNR· 2024-12-28
38.56
best: 39.14 (DRCT-L)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
Image Super-ResolutiononSet5 - 2x upscaling
SSIM· 2024-12-28
0.9628
best: 0.9663 (Hi-IR-L)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
Image Super-ResolutiononUrban100 - 4x upscaling
PSNR· 2024-12-28
27.71
best: 28.72 (Hi-IR-L)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
Image Super-ResolutiononUrban100 - 4x upscaling
SSIM· 2024-12-28
0.8305
best: 0.9481 (SPSR)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
Image DeblurringonGoPro
PSNR· 2024-12-28
33.69
best: 34.6 (AdaRevD)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
3D Object Super-ResolutiononSet5 - 4x upscaling
PSNR· 2024-12-28
32.93
best: 33.38 (HMA†)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
3D Object Super-ResolutiononSet5 - 4x upscaling
SSIM· 2024-12-28
0.9045
best: 0.9103 (Hi-IR-L)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
3D Object Super-ResolutiononSet14 - 2x upscaling
PSNR· 2024-12-28
34.75
best: 35.36 (DRCT-L)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
3D Object Super-ResolutiononSet14 - 2x upscaling
SSIM· 2024-12-28
0.9268
best: 0.9311 (Hi-IR-L)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
3D Object Super-ResolutiononSet14 - 4x upscaling
PSNR· 2024-12-28
29.2
best: 29.54 (DRCT-L)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
3D Object Super-ResolutiononSet14 - 4x upscaling
SSIM· 2024-12-28
0.7958
best: 0.894 (Edge-informed SR)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
3D Object Super-ResolutiononManga109 - 4x upscaling
PSNR· 2024-12-28
32.46
best: 33.19 (HMA†)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
3D Object Super-ResolutiononManga109 - 4x upscaling
SSIM· 2024-12-28
0.9284
best: 0.9366 (Hi-IR-L)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
3D Object Super-ResolutiononSet5 - 2x upscaling
PSNR· 2024-12-28
38.56
best: 39.14 (DRCT-L)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
3D Object Super-ResolutiononSet5 - 2x upscaling
SSIM· 2024-12-28
0.9628
best: 0.9663 (Hi-IR-L)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
3D Object Super-ResolutiononUrban100 - 4x upscaling
PSNR· 2024-12-28
27.71
best: 28.72 (Hi-IR-L)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
3D Object Super-ResolutiononUrban100 - 4x upscaling
SSIM· 2024-12-28
0.8305
best: 0.9481 (SPSR)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066

Methodology13 results

16konSet5 - 4x upscaling
PSNR· 2024-12-28
32.93
best: 33.38 (HMA†)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
16konSet5 - 4x upscaling
SSIM· 2024-12-28
0.9045
best: 0.9103 (Hi-IR-L)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
16konSet14 - 2x upscaling
PSNR· 2024-12-28
34.75
best: 35.36 (DRCT-L)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
16konSet14 - 2x upscaling
SSIM· 2024-12-28
0.9268
best: 0.9311 (Hi-IR-L)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
16konSet14 - 4x upscaling
PSNR· 2024-12-28
29.2
best: 29.54 (DRCT-L)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
16konSet14 - 4x upscaling
SSIM· 2024-12-28
0.7958
best: 0.894 (Edge-informed SR)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
16konManga109 - 4x upscaling
PSNR· 2024-12-28
32.46
best: 33.19 (HMA†)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
16konManga109 - 4x upscaling
SSIM· 2024-12-28
0.9284
best: 0.9366 (Hi-IR-L)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
16konSet5 - 2x upscaling
PSNR· 2024-12-28
38.56
best: 39.14 (DRCT-L)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
16konSet5 - 2x upscaling
SSIM· 2024-12-28
0.9628
best: 0.9663 (Hi-IR-L)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
16konUrban100 - 4x upscaling
PSNR· 2024-12-28
27.71
best: 28.72 (Hi-IR-L)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
16konUrban100 - 4x upscaling
SSIM· 2024-12-28
0.8305
best: 0.9481 (SPSR)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
16konGoPro
PSNR· 2024-12-28
33.69
best: 34.6 (AdaRevD)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066

Graphs12 results

Super-ResolutiononSet5 - 4x upscaling
PSNR· 2024-12-28
32.93
best: 33.38 (HMA†)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
Super-ResolutiononSet5 - 4x upscaling
SSIM· 2024-12-28
0.9045
best: 0.9103 (Hi-IR-L)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
Super-ResolutiononSet14 - 2x upscaling
PSNR· 2024-12-28
34.75
best: 35.36 (DRCT-L)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
Super-ResolutiononSet14 - 2x upscaling
SSIM· 2024-12-28
0.9268
best: 0.9311 (Hi-IR-L)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
Super-ResolutiononSet14 - 4x upscaling
PSNR· 2024-12-28
29.2
best: 29.54 (DRCT-L)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
Super-ResolutiononSet14 - 4x upscaling
SSIM· 2024-12-28
0.7958
best: 0.894 (Edge-informed SR)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
Super-ResolutiononManga109 - 4x upscaling
PSNR· 2024-12-28
32.46
best: 33.19 (HMA†)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
Super-ResolutiononManga109 - 4x upscaling
SSIM· 2024-12-28
0.9284
best: 0.9366 (Hi-IR-L)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
Super-ResolutiononSet5 - 2x upscaling
PSNR· 2024-12-28
38.56
best: 39.14 (DRCT-L)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
Super-ResolutiononSet5 - 2x upscaling
SSIM· 2024-12-28
0.9628
best: 0.9663 (Hi-IR-L)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
Super-ResolutiononUrban100 - 4x upscaling
PSNR· 2024-12-28
27.71
best: 28.72 (Hi-IR-L)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
Super-ResolutiononUrban100 - 4x upscaling
SSIM· 2024-12-28
0.8305
best: 0.9481 (SPSR)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066

Medical4 results

Image DenoisingonUrban100 sigma25
PSNR· 2024-12-28
33.22
best: 33.3 (MaIR+)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
Image Denoisingonurban100 sigma15
PSNR· 2024-12-28
35.35
best: 35.42 (MaIR+)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
Image DenoisingonUrban100 sigma50
PSNR· 2024-12-28
30.3
best: 30.41 (MaIR+)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
Image DenoisingonBSD68 sigma50
PSNR· 2024-12-28
28.66
best: 30.08 (MaIR+)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066

Adversarial4 results

3D ArchitectureonUrban100 sigma25
PSNR· 2024-12-28
33.22
best: 33.34 (Hi-IR)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
3D Architectureonurban100 sigma15
PSNR· 2024-12-28
35.35
best: 35.63 (AKDT)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
3D ArchitectureonUrban100 sigma50
PSNR· 2024-12-28
30.3
best: 30.59 (Hi-IR)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
3D ArchitectureonBSD68 sigma50
PSNR· 2024-12-28
28.66
best: 30.08 (MaIR+)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066

Audio2 results

10-shot image generationonGoPro
PSNR· 2024-12-28
33.69
best: 35.98 (BSSTNet)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
1 Image, 2*2 StitchionGoPro
PSNR· 2024-12-28
33.69
best: 34.6 (AdaRevD)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066