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Models/MaIR+

MaIR+

Reported on 52 benchmarks across 7 tasks · 1 paper · 6 SOTA

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

Computer Vision24 results

DenoisingonBSD68 sigma50
PSNR· 2024-12-28
30.08
SOTA
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
DenoisingonUrban100 sigma25
PSNR· 2024-12-28
33.3
best: 33.34 (Hi-IR)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
Denoisingonurban100 sigma15
PSNR· 2024-12-28
35.42
best: 35.63 (AKDT)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
DenoisingonUrban100 sigma50
PSNR· 2024-12-28
30.41
best: 30.59 (Hi-IR)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
Image Super-ResolutiononSet5 - 4x upscaling
PSNR· 2024-12-28
33.14
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
0.9058
best: 0.9103 (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
29.28
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
0.7974
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
32.66
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
0.9297
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
38.62
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
0.963
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
27.89
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
0.8336
best: 0.9481 (SPSR)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
3D Object Super-ResolutiononSet5 - 4x upscaling
PSNR· 2024-12-28
33.14
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
0.9058
best: 0.9103 (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
29.28
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
0.7974
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
32.66
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
0.9297
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
38.62
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
0.963
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
27.89
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
0.8336
best: 0.9481 (SPSR)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066

Graphs10 results

Super-ResolutiononSet5 - 4x upscaling
PSNR· 2024-12-28
33.14
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
0.9058
best: 0.9103 (Hi-IR-L)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
Super-ResolutiononSet14 - 4x upscaling
PSNR· 2024-12-28
29.28
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
0.7974
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
32.66
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
0.9297
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
38.62
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
0.963
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
27.89
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
0.8336
best: 0.9481 (SPSR)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066

Methodology10 results

16konSet5 - 4x upscaling
PSNR· 2024-12-28
33.14
best: 33.38 (HMA†)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
16konSet5 - 4x upscaling
SSIM· 2024-12-28
0.9058
best: 0.9103 (Hi-IR-L)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
16konSet14 - 4x upscaling
PSNR· 2024-12-28
29.28
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
0.7974
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
32.66
best: 33.19 (HMA†)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
16konManga109 - 4x upscaling
SSIM· 2024-12-28
0.9297
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
38.62
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
0.963
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
27.89
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
0.8336
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
33.3
SOTA
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
Image Denoisingonurban100 sigma15
PSNR· 2024-12-28
35.42
SOTA
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
Image DenoisingonUrban100 sigma50
PSNR· 2024-12-28
30.41
SOTA
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
Image DenoisingonBSD68 sigma50
PSNR· 2024-12-28
30.08
SOTA
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066

Adversarial4 results

3D ArchitectureonBSD68 sigma50
PSNR· 2024-12-28
30.08
SOTA
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
3D ArchitectureonUrban100 sigma25
PSNR· 2024-12-28
33.3
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
35.42
best: 35.63 (AKDT)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066
3D ArchitectureonUrban100 sigma50
PSNR· 2024-12-28
30.41
best: 30.59 (Hi-IR)
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration arXiv:2412.20066