Beyond Deep Residual Learning for Image Restoration: Persistent Homology-Guided Manifold Simplification

Benchmark Model Rank Results
color-image-denoising-on-cbsd68-sigma50DnCNN#10PSNR: 28.01
image-super-resolution-on-bsd100-4x-upscalingManifold Simplification#26PSNR: 27.66SSIM: 0.7380
image-super-resolution-on-set14-4x-upscalingManifold Simplification#42PSNR: 28.80SSIM: 0.7856
image-super-resolution-on-urban100-4xManifold Simplification#35PSNR: 26.42SSIM: 0.7940