Shaosifan / Single-Image-Super-Resolution

SISR Codes

• mmsr[Link]: Open MMLab Image and Video Super-Resolution Toolbox, , including SRResNet, SRGAN, ESRGAN, EDVR, etc.

• RCAN[Link]: PyTorch code for our ECCV 2018 paper "Image Super-Resolution Using Very Deep Residual Channel Attention Networks"

• EDSR[Link]: PyTorch version of the paper 'Enhanced Deep Residual Networks for Single Image Super-Resolution' (CVPRW 2017)

Unsupervised SISR

• [SelfExSR, CVPR2015] Single Image Super-Resolution from Transformed Self-Exemplars.[Paper][Matlab]
• [DIP, CVPR2018] Deep Image Prior.[Paper][Pytorch]
• [ZSSR, CVPR2018] "Zero-Shot" Super-Resolution using Deep Internal Learning.[Paper][Tensorflow]

Efficient SISR

• [CVPR2018] Fast, Accurate, and Lightweight Super-Resolution with Cascading Residual Network [Paper]
• [ECCV2020] LatticeNet: Towards Lightweight Image Super-resolution with Lattice Block [Paper]
• [ECCV2020] Learning with Privileged Information for Efficient Image Super-Resolution [Paper]
• [SMSR, CVPR2021] Exploring Sparsity in Image Super-Resolution for Efficient Inference[Paper][Pytorch]
• [AdderSR, CVPR2021] AdderSR: Towards Energy Efficient Image Super-Resolution[Paper]

Combined with High-level Tasks

Recognition

• [PlugNet,ECCV2020] PlugNet: Degradation Aware Scene Text Recognition Supervised by a Pluggable Super-Resolution Unit. [Paper][Pytorch]

Segmentation

• [DSRL, CVPR2020] Dual Super-Resolution Learning for Semantic Segmentation.[Paper][Unofficial Code]

Detection

• [ICCV2019] Better to Follow, Follow to Be Better: Towards Precise Supervision of Feature Super-Resolution for Small Object Detection.[Paper]

SISR dataset

Training data: DIV2K dataset