ML Research Wiki / Benchmarks / Image Denoising / DND

DND

Image Denoising Benchmark

Performance Over Time

📊 Showing 15 results | 📏 Metric: PSNR (sRGB)

Top Performing Models

Rank Model Paper PSNR (sRGB) Date Code
1 DualDn DualDn: Dual-domain Denoising via Differentiable ISP 40.59 2024-09-27 📦 OpenImagingLab/DualDn
2 PNGAN 📚 Learning to Generate Realistic Noisy Images via Pixel-level Noise-aware Adversarial Training 40.18 2022-04-06 📦 caiyuanhao1998/PNGAN 📦 GarrickZ2/Image-Denoising
3 Restormer Restormer: Efficient Transformer for High-Resolution Image Restoration 40.03 2021-11-18 📦 swz30/restormer 📦 swz30/MPRNet 📦 swz30/MIRNet
4 Uformer-B Uformer: A General U-Shaped Transformer for Image Restoration 39.98 2021-06-06 📦 ZhendongWang6/Uformer 📦 lucidrains/ddpm-proteins 📦 lucidrains/uformer-pytorch 📦 jorgmateos/uformer-google-colab
5 NBNet NBNet: Noise Basis Learning for Image Denoising with Subspace Projection 39.89 2020-12-30 📦 megengine/nbnet 📦 megvii-research/NBNet 📦 pminhtam/NBNet
6 MIRNet Learning Enriched Features for Real Image Restoration and Enhancement 39.88 2020-03-15 📦 swz30/restormer 📦 swz30/MPRNet 📦 swz30/MIRNet
7 MAXIM-3S MAXIM: Multi-Axis MLP for Image Processing 39.84 2022-01-09 📦 google-research/maxim 📦 vztu/maxim-pytorch 📦 sayakpaul/maxim-tf
8 MPRNet Multi-Stage Progressive Image Restoration 39.80 2021-02-04 📦 swz30/restormer 📦 swz30/MPRNet 📦 swz30/MIRNet
9 SADNet 📚 Spatial-Adaptive Network for Single Image Denoising 39.59 2020-01-28 📦 JimmyChame/SADNet 📦 sami-automatic/SADNet_Replication
10 DANet+ 📚 Dual Adversarial Network: Toward Real-world Noise Removal and Noise Generation 39.58 2020-07-12 📦 zsyOAOA/DANet 📦 caiyuanhao1998/PNGAN

All Papers (15)