ML Research Wiki / Benchmarks / Image Super-Resolution / IXI

IXI

Image Super-Resolution Benchmark

Performance Over Time

📊 Showing 8 results | 📏 Metric: PSNR 2x T2w

Top Performing Models

Rank Model Paper PSNR 2x T2w Date Code
1 EDSR+MMHCA Multimodal Multi-Head Convolutional Attention with Various Kernel Sizes for Medical Image Super-Resolution 40.43 2022-04-08 📦 lilygeorgescu/mhca
2 CSN Channel Splitting Network for Single MR Image Super-Resolution 39.71 2018-10-15 -
3 IDN Fast and Accurate Single Image Super-Resolution via Information Distillation Network 39.09 2018-03-26 📦 Zheng222/IDN-Caffe 📦 jangsoopark/IDN-TensorFlow
4 RDN Residual Dense Network for Image Super-Resolution 38.75 2018-02-24 📦 idealo/image-super-resolution 📦 yulunzhang/RDN 📦 proteus1991/GridDehazeNet
5 CNN-IL Convolutional Neural Networks with Intermediate Loss for 3D Super-Resolution of CT and MRI Scans 38.67 2020-01-05 📦 lilygeorgescu/3d-super-res-cnn
6 VDSR Accurate Image Super-Resolution Using Very Deep Convolutional Networks 38.65 2015-11-14 📦 Lornatang/VDSR-PyTorch 📦 jshermeyer/VDSR4Geo 📦 Lornatang/DRRN-PyTorch
7 SRCNN Image Super-Resolution Using Deep Convolutional Networks 37.32 2014-12-31 📦 nagadomi/waifu2x 📦 titu1994/Image-Super-Resolution 📦 yjn870/srcnn-pytorch
8 T2Net Task Transformer Network for Joint MRI Reconstruction and Super-Resolution 29.38 2021-06-12 📦 chunmeifeng/T2Net

All Papers (8)

lilygeorgescu/mhca
Zheng222/IDN-Caffe jangsoopark/IDN-TensorFlow
idealo/image-super-resolution yulunzhang/RDN
lilygeorgescu/3d-super-res-cnn
Lornatang/VDSR-PyTorch jshermeyer/VDSR4Geo
nagadomi/waifu2x titu1994/Image-Super-Resolution
chunmeifeng/T2Net