Paper-Reading

Table of Contents

• Image-Restoration
• Image-Deblur
• Image-DefocusDeblur
• Image-SuperResolution

Image-Restoration

Paper	Link	Code
Multi-Stage Progressive Image Restoration	CVPR 2021	MPRNet
SwinIR: Image Restoration Using Swin Transformer	ICCV 2021	SwinIR
Uformer: A General U-Shaped Transformer for Image Restoration	CVPR 2022	Uformer
Restormer: Efficient Transformer for High-Resolution Image Restoration	CVPR 2022	Restormer
Improving Image Restoration by Revisiting Global Information Aggregation	ECCV 2022	TLC
Simple Baselines for Image Restoration	ECCV2022	NAFNet
Revitalizing Convolutional Network for Image Restoration	TPAMI 2024	ConvIR
Image restoration via frequency selection	TPAMI 2024	FSNet
MambaIR: A Simple Baseline for Image Restoration with State-Space Model	ECCV 2024	MambaIR

Image-Deblur

Paper	Link	Code
Learning a convolutional neural network for non-uniform motion blur removal	CVPR 2015	Code 1, Code 2
Learning to deblur	TPAMI 2016
Deep Multi-scale Convolutional Neural Network for Dynamic Scene Deblurring	CVPR 2017	DeepDeblur, GoPro
Motion blur kernel estimation via deep learning	TIP 2018	Code & Project page
Dynamic Scene Deblurring Using Spatially Variant Recurrent Neural Networks	CVPR 2018	Code
Scale-recurrent network for deep image deblurring	CVPR 2018	SRN
Deblurgan: Blind motion deblurring using conditional adversarial networks	CVPR 2018	DeblurGAN
Deep Stacked Hierarchical Multi-Patch Network for Image Deblurring	CVPR2019	DMPHN
DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and Better	ICCV 2019	DeblurGANv2
Human-Aware Motion Deblurring	ICCV 2019	HIDE
Tell Me Where It is Still Blurry: Adversarial Blurred Region Mining and Refining	ACM MM 2019
Real-World Blur Dataset for Learning and Benchmarking Deblurring Algorithms	ECCV 2020	RealBlur
Rethinking Coarse-to-Fine Approach in Single Image Deblurring	ICCV 2021	MIMO-UNet
Deep Residual Fourier Transformation for Single Image Deblurring	arXiv 2021	DeepRFT-v1
Intriguing Findings of Frequency Selection for Image Deblurring	AAAI 2023	DeepRFT-v1.5
Self-supervised Non-uniform Kernel Estimation with Flow-based Motion Prior for Blind Image Deblurring	CVPR 2023	UFPNet
Effcient Frequence Domain-based Transformer for High-Quality Image Deblurring	CVPR 2023	FFTformer
LoFormer: Local Frequency Transformer for Image Deblurring	ACM MM 2024	LoFormer
Learning Enriched Features via Selective State Spaces Model for Efficient Image Deblurring	ACM MM 2024	ALGNet
Motion-adaptive Separable Collaborative Filters for Blind Motion Deblurring	CVPR 2024	MISCFilter
Blur Conversion for Unsupervised Image Deblurring on Unknown Domains	CVPR 2024	Blur2Blur
AdaRevD: Adaptive Patch Exiting Reversible Decoder Pushes the Limit of Image Deblurring	CVPR 2024	AdaRevD
Efficient Visual State Space Model for Image Deblurring	CVPR 2025	EVSSM

Image-DefocusDeblur

Paper	Link	Code
Defocus Deblurring Using Dual-Pixel Data	ECCV 2020	DPDD

Image-SuperResolution

Paper	Link	Code
ClassSR: A General Framework to Accelerate Super-Resolution Networks by Data Characteristic	CVPR 2021	ClassSR
Adaptive Patch Exiting for Scalable Single Image Super-Resolution	ECCV 2022	APE-SR
Transcending the Limit of Local Window: Advanced Super-Resolution Transformer with Adaptive Token Dictionary	CVPR 2024	ATD
GaussianSR: High Fidelity 2D Gaussian Splatting for Arbitrary-Scale Image Super-Resolution	AAAI 2025	GaussianSR