farewell-lc/awesome-super-resolution

Collect super-resolution related papers, data, repositories

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Awesome-Super-Resolution（in progress）

Collect some super-resolution related papers, data and repositories.

papers

DL based approach

Note this table is referenced from here

2022

More years papers, plase check Quick navigation

Title	Model	Published	Code	Keywords
Detail-Preserving Transformer for Light Field Image Super-Resolution	DPT	AAAI2022	code	Light Field, Detail-Preserving Transformer
What Hinders Perceptual Quality of PSNR-oriented Methods?	DECLoss	arxiv	-	Detail Enhanced Contrastive Loss
SCSNet: An Efficient Paradigm for Learning Simultaneously Image Colorization and Super-Resolution	SCSNet	arxiv	-	Image Colorization and Super-Resolution
Coarse-to-Fine Embedded PatchMatch and Multi-Scale Dynamic Aggregation for Reference-based Super-Resolution	AMSA	arxiv	-	RefSR
Efficient Non-Local Contrastive Attention for Image Super-Resolution	ENLCA	arxiv	-	SISR
Revisiting L1 Loss in Super-Resolution: A Probabilistic View and Beyond	-	arxiv	-	SISR, posterior Gaussian distribution, replace L1 loss
Scale-arbitrary Invertible Image Downscaling	AIDN	arxiv	-	Image Rescaling, Conditional Resampling Module
VRT: A Video Restoration Transformer	VRT	arxiv	code	VideoSR, Video Restoration Transformer, temporal mutual self attention and parallel warping
Fast Online Video Super-Resolution with Deformable Attention Pyramid	DAP	arxiv	-	VideoSR, fast, deformable attention pyramid
Revisiting RCAN: Improved Training for Image Super-Resolution	RCAN-it	arxiv	code	SISR, train tricks
Towards Bidirectional Arbitrary Image Rescaling: Joint Optimization and Cycle Idempotence	BAIRNet	arxiv	-	Image Rescaling, be robust in cycle idempotence test
Disentangling Light Fields for Super-Resolution and Disparity Estimation	DistgSSR	TPAMI 2022	code	Light Field
Fast Neural Architecture Search for Lightweight Dense Prediction Networks	LDP-Sup	arxiv	-	SISR, NAS, Lightweights
Learning the Degradation Distribution for Blind Image Super-Resolution	PDM-SR	CVPR2022	code	blind SR, probabilistic degradation model, unpaired sr
Reference-based Video Super-Resolution Using Multi-Camera Video Triplets	RefVSR	CVPR2022	code	Reference-based VSR, Multi-Camera VSR, RealMCVSR Dataset, Bidirectional recurrent framework
Deep Constrained Least Squares for Blind Image Super-Resolution	DCLS	CVPR2022	code	Blind SR, a dynamic deep linear kernel, Deep Constrained Least Squares
Blind Image Super Resolution with Semantic-Aware Quantized Texture Prior	QuanTexSR	arxiv	code	Blind SR, Quantized Texture Prior, Semantic-Guided QTP Pretraining
Unfolded Deep Kernel Estimation for Blind Image Super-resolution	UDKE	arxiv	code	Blind SR, unfolded deep kernel estimation
Efficient Long-Range Attention Network for Image Super-resolution	ELAN	arxiv	code	SISR SOTA, efficient long-range attention block, group-wise multi-scale self-attention, better results against the transformer-based SR
STDAN: Deformable Attention Network for Space-Time Video Super-Resolution	STDAN	arxiv	-	VideoSR, long-short term feature interpolation, spatial-temporal deformable feature aggregation
Rich CNN-Transformer Feature Aggregation Networks for Super-Resolution	ACT	arxiv	-	SISR SOTA, ViT+CNN
Hybrid Pixel-Unshuffled Network for Lightweight Image Super-Resolution	HPUN	arxiv	-	Lightweight SISR SOTA, Down-sample, Pixel-unshuffle
A Text Attention Network for Spatial Deformation Robust Scene Text Image Super-resolution	TATT	arxiv	code	Scene Text SR, CNN and Transformer, text structure consistency loss
ARM: Any-Time Super-Resolution Method	ARM	arxiv	code	SISR, Edge-to-PSNR lookup,tradeoff between computation overhead and performance
RSTT: Real-time Spatial Temporal Transformer for Space-Time Video Super-Resolution	RSTT	CVPR2022	code	VideoSR, spatialtemporal transformer
Efficient and Degradation-Adaptive Network for Real-World Image Super-Resolution	DASR	arxiv	code	RealSR, degradation-adaptive
Look Back and Forth: Video Super-Resolution with Explicit Temporal Difference Modeling	ETDM	CVPR2022	-	VideoSR, A novel back-and-forth refinement strategy, A new framework to explore the temporal diff LR and HR
C3-STISR: Scene Text Image Super-resolution with Triple Clues	C3-STISR	IJCAI2022	code	Scene text SR
Lightweight Bimodal Network for Single-Image Super-Resolution via Symmetric CNN and Recursive Transformer	LBNet	IJCAI2022	code	Lightweight SISR, Symmetric CNN, Recursive Transformer
Attentive Fine-Grained Structured Sparsity for Image Restoration	LBNet	CVPR2022	code	Layer-wise N:M structured Sparsity pruning
A New Dataset and Transformer for Stereoscopic Video Super-Resolution	Trans-SVSR	CVPR2022	code	Stereo video super-resolution
Accelerating the Training of Video Super-Resolution	-	arxiv	code	VideoSR, 6.2× speedup in wall-clock training time
Metric Learning based Interactive Modulation for Real-World Super-Resolution	MM-RealSR	arxiv	code	Metric Learning based Interactive Modulation
Activating More Pixels in Image Super-Resolution Transformer	HAT	arxiv	code	SISR,SOTA, Hybrid Attention Transformer, more than 1dB
SPQE: Structure-and-Perception-Based Quality Evaluation for Image Super-Resolution	-	arxiv	-	SR-IQA
Spatial-Temporal Space Hand-in-Hand:Spatial-Temporal Video Super-Resolution via Cycle-Projected Mutual Learning	CycMu-Net	arxiv	code	ST-VideoSR,Cycle-Projected Mutual Learning
RepSR: Training Efficient VGG-style Super-Resolution Networks with Structural Re-Parameterization and Batch Normalization	RepSR	arxiv	code	Efficient SISR, lightweight, VGG-like, Structural Re-Parameterization and Batch Normalization
Blueprint Separable Residual Network for Efficient Image Super-Resolution	BSRN	arxiv	code	Efficient SISR, lightweight, blueprint separable convolution
Evaluating the Generalization Ability of Super-Resolution Networks	SRGA	arxiv	-	Generalization Assessment Index, Patch-based Image Evaluation Set
Residual Local Feature Network for Efficient Super-Resolution	RLFN	arxiv	code	Efficient SISR, lightweight, Residual Local Feature Network
Textural-Structural Joint Learning for No-Reference Super-Resolution Image Quality Assessment	NRIQA	arxiv	code	No-Reference Super-Resolution Image Quality Assessment
ShuffleMixer: An Efficient ConvNet for Image Super-Resolution	ShuffleMixer	arxiv	code	Efficient SISR, lightweight, point wises MLP
Real-Time Super-Resolution for Real-World Images on Mobile Devices	-	arxiv	-	Efficient SISR, lightweight, 50fps
Real-World Image Super-Resolution by Exclusionary Dual-Learning	RWSR-EDL	arxiv	code	Dual Learning
Learning Trajectory-Aware Transformer for Video Super-Resolution	TTVSR	CVPR2022 oral	code	VideoSR, Trajectory-awareTransformer