ML Research Wiki / Benchmarks / Image Denoising / SIDD

SIDD

Image Denoising Benchmark

Performance Over Time

📊 Showing 20 results | 📏 Metric: PSNR (sRGB)

Top Performing Models

Rank Model Paper PSNR (sRGB) Date Code
1 NBNet NBNet: Noise Basis Learning for Image Denoising with Subspace Projection 0.97 2020-12-30 📦 megengine/nbnet 📦 megvii-research/NBNet 📦 pminhtam/NBNet
2 KBNet KBNet: Kernel Basis Network for Image Restoration 0.97 2023-03-06 📦 zhangyi-3/kbnet
3 CGNet CascadedGaze: Efficiency in Global Context Extraction for Image Restoration 0.96 2024-01-26 📦 Ascend-Research/CascadedGaze
4 NAFNet Simple Baselines for Image Restoration 0.96 2022-04-10 📦 megvii-research/NAFNet 📦 murufeng/FUIR 📦 megvii-research/tlsc
5 PNGAN 📚 Learning to Generate Realistic Noisy Images via Pixel-level Noise-aware Adversarial Training 0.96 2022-04-06 📦 caiyuanhao1998/PNGAN 📦 GarrickZ2/Image-Denoising
6 Restormer Restormer: Efficient Transformer for High-Resolution Image Restoration 0.96 2021-11-18 📦 swz30/restormer 📦 swz30/MPRNet 📦 swz30/MIRNet
7 MAXIM-3S MAXIM: Multi-Axis MLP for Image Processing 0.96 2022-01-09 📦 google-research/maxim 📦 vztu/maxim-pytorch 📦 sayakpaul/maxim-tf
8 Uformer-B Uformer: A General U-Shaped Transformer for Image Restoration 0.96 2021-06-06 📦 ZhendongWang6/Uformer 📦 lucidrains/ddpm-proteins 📦 lucidrains/uformer-pytorch 📦 jorgmateos/uformer-google-colab
9 MIRNet Learning Enriched Features for Real Image Restoration and Enhancement 0.96 2020-03-15 📦 swz30/restormer 📦 swz30/MPRNet 📦 swz30/MIRNet
10 SRMNet Selective Residual M-Net for Real Image Denoising 0.96 2022-03-03 📦 FanChiMao/SRMNet

All Papers (20)