ML Research Wiki / Benchmarks / Deblurring / MSU BASED

MSU BASED

Deblurring Benchmark

Performance Over Time

📊 Showing 11 results | 📏 Metric: Subjective

Top Performing Models

Rank Model Paper Subjective Date Code
1 NAFNet (REDS) Simple Baselines for Image Restoration 2.84 2022-04-10 📦 megvii-research/NAFNet 📦 murufeng/FUIR 📦 megvii-research/tlsc
2 VRT (GoPro) VRT: A Video Restoration Transformer 2.39 2022-01-28 📦 jingyunliang/vrt
3 VRT (REDS) VRT: A Video Restoration Transformer 1.57 2022-01-28 📦 jingyunliang/vrt
4 DeblurGAN Inception DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and Better 1.04 2019-08-10 📦 kritiksoman/GIMP-ML 📦 vita-group/deblurganv2 📦 KupynOrest/DeblurGANv2
5 MAXIM (REDS) MAXIM: Multi-Axis MLP for Image Processing 1.01 2022-01-09 📦 google-research/maxim 📦 vztu/maxim-pytorch 📦 sayakpaul/maxim-tf
6 Deeprft (GoPro) Intriguing Findings of Frequency Selection for Image Deblurring 0.54 2021-11-23 📦 invokerer/deeprft 📦 INVOKERer/AdaRevD 📦 INVOKERer/LoFormer 📦 deepmed-lab-ecnu/single-image-deblur 📦 deepmed-lab/deeprft-aaai2023
7 Deeprft (REDS) Intriguing Findings of Frequency Selection for Image Deblurring 0.46 2021-11-23 📦 invokerer/deeprft 📦 INVOKERer/AdaRevD 📦 INVOKERer/LoFormer 📦 deepmed-lab-ecnu/single-image-deblur 📦 deepmed-lab/deeprft-aaai2023
8 MPR local Improving Image Restoration by Revisiting Global Information Aggregation 0.44 2021-12-08 📦 megvii-research/NAFNet 📦 megvii-research/TLC 📦 setsunil/dsdnet
9 MAXIM (GoPro) MAXIM: Multi-Axis MLP for Image Processing 0.21 2022-01-09 📦 google-research/maxim 📦 vztu/maxim-pytorch 📦 sayakpaul/maxim-tf
10 Restormer local Restormer: Efficient Transformer for High-Resolution Image Restoration 0.12 2021-11-18 📦 swz30/restormer 📦 swz30/MPRNet 📦 swz30/MIRNet

All Papers (11)

megvii-research/NAFNet murufeng/FUIR
jingyunliang/vrt
jingyunliang/vrt
kritiksoman/GIMP-ML vita-group/deblurganv2
google-research/maxim vztu/maxim-pytorch sayakpaul/maxim-tf
invokerer/deeprft INVOKERer/AdaRevD
invokerer/deeprft INVOKERer/AdaRevD
megvii-research/NAFNet megvii-research/TLC setsunil/dsdnet
google-research/maxim vztu/maxim-pytorch sayakpaul/maxim-tf
swz30/restormer swz30/MPRNet
swz30/restormer swz30/MPRNet