MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration

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Benchmark Model Rank Results
color-image-denoising-on-cbsd68-color-gaussian-denoising-15MaIR+ (Gaussian denoising, σ=15)#1PSNR: 34.50
image-denoising-on-urban100-sigma50MaIR+#1PSNR: 30.41
image-denoising-on-urban100-sigma50MaIR#2PSNR: 30.3
color-image-denoising-on-cbsd68-color-gaussian-denoising-25MaIR+ (Gaussian denoising, σ=25)#3PSNR: 31.88
image-denoising-on-urban100-sigma15MaIR+#3PSNR: 35.42
image-denoising-on-urban100-sigma15MaIR#4PSNR: 35.35
image-super-resolution-on-set5-4x-upscalingMaIR+#8PSNR: 33.14SSIM: 0.9058
image-super-resolution-on-set5-4x-upscalingMaIR#12PSNR: 32.93SSIM: 0.9045
image-denoising-on-siddMaIR (real denoising)#11PSNR (sRGB): 39.92SSIM (sRGB): 0.960
image-super-resolution-on-manga109-4x-upscalingMaIR+#12SSIM: 0.9297PSNR: 32.66
image-super-resolution-on-manga109-4x-upscalingMaIR#15SSIM: 0.9284PSNR: 32.46
image-super-resolution-on-set5-2x-upscalingMaIR+#13PSNR: 38.62SSIM: 0.963
image-super-resolution-on-set5-2x-upscalingMaIR#15PSNR: 38.56SSIM: 0.9628
image-super-resolution-on-set14-2x-upscalingMaIR#14PSNR: 34.75SSIM: 0.9268
image-super-resolution-on-set14-4x-upscalingMaIR+#14PSNR: 29.28SSIM: 0.7974
image-super-resolution-on-set14-4x-upscalingMaIR#20PSNR: 29.2SSIM: 0.7958
image-super-resolution-on-urban100-4x-upscalingMaIR+#14PSNR: 27.89SSIM: 0.8336
image-super-resolution-on-urban100-4x-upscalingMaIR#16PSNR: 27.71SSIM: 0.8305
deblurring-on-hide-trained-on-goproMaIR (trained on GoPro)#16PSNR (sRGB): 31.57
image-dehazing-on-sots-outdoorMaIR#18PSNR: 36.96SSIM: 0.991
image-deblurring-on-goproMaIR#22PSNR: 33.69
image-dehazing-on-sots-indoorMaIR#25PSNR: 39.45SSIM: 0.997

Rank counts only results with a code link.