ML Research Wiki / Benchmarks / Image Restoration / CDD-11

CDD-11

Image Restoration Benchmark

Performance Over Time

📊 Showing 11 results | 📏 Metric: Average PSNR (dB)

Top Performing Models

Rank Model Paper Average PSNR (dB) Date Code
1 OneRestore OneRestore: A Universal Restoration Framework for Composite Degradation 0.88 2024-07-05 📦 gy65896/onerestore
2 Restormer Restormer: Efficient Transformer for High-Resolution Image Restoration 0.86 2021-11-18 📦 swz30/restormer 📦 swz30/MPRNet 📦 swz30/MIRNet
3 SRUDC Under-Display Camera Image Restoration with Scattering Effect 0.86 2023-08-08 📦 namecantbenull/srudc
4 DGUNet Deep Generalized Unfolding Networks for Image Restoration 0.86 2022-04-28 📦 mc-e/deep-generalized-unfolding-networks-for-image-restoration
5 MPRNet Multi-Stage Progressive Image Restoration 0.86 2021-02-04 📦 swz30/restormer 📦 swz30/MPRNet 📦 swz30/MIRNet
6 PromptIR PromptIR: Prompting for All-in-One Blind Image Restoration 0.85 2023-06-22 📦 va1shn9v/promptir
7 MIRNet Learning Enriched Features for Real Image Restoration and Enhancement 0.85 2020-03-15 📦 swz30/restormer 📦 swz30/MPRNet 📦 swz30/MIRNet
8 MIRNetv2 Learning Enriched Features for Fast Image Restoration and Enhancement 0.83 2022-04-19 📦 swz30/mirnetv2
9 WeatherDiff Restoring Vision in Adverse Weather Conditions with Patch-Based Denoising Diffusion Models 0.80 2022-07-29 📦 igitugraz/weatherdiffusion
10 NAFNet Simple Baselines for Image Restoration 0.80 2022-04-10 📦 megvii-research/NAFNet 📦 murufeng/FUIR 📦 megvii-research/tlsc

All Papers (11)

gy65896/onerestore
swz30/restormer swz30/MPRNet
namecantbenull/srudc
mc-e/deep-generalized-unfolding-networks-for-image-restoration
swz30/restormer swz30/MPRNet
va1shn9v/promptir
swz30/restormer swz30/MPRNet
swz30/mirnetv2
igitugraz/weatherdiffusion
megvii-research/NAFNet murufeng/FUIR
jeya-maria-jose/TransWeather