MambaIR: A Simple Baseline for Image Restoration with State-Space Model

Benchmark Model Rank Results
color-image-denoising-on-cbsd68-color-gaussian-denoising-25MambaIR (Gaussian denoising, σ=25)#1PSNR: 32.24
color-image-denoising-on-cbsd68-color-gaussian-denoising-50MambaIR (Gaussian denoising, σ=50)#2PSNR: 28.66
color-image-denoising-on-cbsd68-color-gaussian-denoising-15MambaIR (Gaussian denoising, σ=15)#3PSNR: 34.48
image-denoising-on-dndMambaIR (real denoising)#5PSNR (sRGB): 40.04SSIM (sRGB): 0.956
image-denoising-on-siddMambaIR (real denoising)#13PSNR (sRGB): 39.89SSIM (sRGB): 0.960
image-super-resolution-on-set14-4x-upscalingMambaIR#19PSNR: 29.20SSIM: 0.7961