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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
LAR-SR: A Local Autoregressive Model for Image Super-Resolution	LAR-SR	CVPR2022	-	GAN-based model，Autoregressive
Memory-Augmented Non-Local Attention for Video Super-Resolution	MANA	CVPR2022	code	VideoSR, Memory-Augmented Attention
Learning Graph Regularisation for Guided Super-Resolution	-	CVPR2022	code	graph-super-resolution
videoINR: Learning Video Implicit Neural Representation for Continuous Space-Time Super-Resolution	VideoINR	CVPR2022	code	ST-VideoSR,Video Implicit Neural Representation
Stable Long-Term Recurrent Video Super-Resolution	MRVSR	CVPR2022	code	VideoSR, Lipschitz stability
Blind Image Super-resolution with Elaborate Degradation Modeling on Noise and Kernel	BSRDM	CVPR2022	code	Monte Carlo EM
Reflash Dropout in Image Super-Resolution	-	CVPR2022	-	Dropout in sr
Reference-based Video Super-Resolution Using Multi-Camera Video Triplets	RefVSR	CVPR2022	code	RefVSR
SphereSR: 360◦ Image Super-Resolution with Arbitrary Projection via Continuous Spherical Image Representation	SphereSR	CVPR2022	-	SphereSR
Investigating Tradeoffs in Real-World Video Super-Resolution	RealBasicVSR	CVPR2022	code	RealBasicVSR
Self-Supervised Super-Resolution for Multi-Exposure Push-Frame Satellites	HDR-DSP	CVPR2022	code	Self-Supervised
Texture-based Error Analysis for Image Super-Resolution	-	CVPR2022	-	Texture Embedding
A Text Attention Network for Spatial Deformation Robust Scene Text Image Super-resolution	TATT	CVPR2022	code	Scene Text SR
MNSRNet: Multimodal Transformer Network for 3D Surface Super-Resolution	MNSRNet	CVPR2022	-	3D surface super-resolution
Task Decoupled Framework for Reference-based Super-Resolution	-	CVPR2022	-	-
Joint Super-Resolution and Inverse Tone-Mapping:A Feature Decomposition Aggregation Network and A New Benchmark	FDAN	TIP	-	joint SR-ITM
Cross-receptive Focused Inference Network for Lightweight Image Super-Resolution	CFIN	arxiv	-	SISR, Lightweight
Degradation-Guided Meta-Restoration Network for Blind Super-Resolution	DMSR	arxiv	-	blind SR
Residual Sparsity Connection Learning for Efficient Video Super-Resolution	RSCL	arxiv	-	VideoSR,Residual Sparsity Connection
AnimeSR: Learning Real-World Super-Resolution Models for Animation Videos	AnimeSR	arxiv	-	Animation Video SR
Learning a Degradation-Adaptive Network for Light Field Image Super-Resolution	LF-DAnet	arxiv	code	Light Field SR
CADyQ: Content-Aware Dynamic Quantization for Image Super-Resolution	CADyQ	ECCV2022	code
Towards Interpretable Video Super-Resolution via Alternating Optimization	DAVSR	ECCV2022	code	STVSR, Motion Blur, Motion Aliasing
Reference-based Image Super-Resolution with Deformable Attention Transformer	DATSR	ECCV2022	code	RefSR, Correspondence Matching, Texture Transfer, Deformable Attention Transformer
Learning Series-Parallel Lookup Tables for Efficient Image Super-Resolution	SPLUT	ECCV2022	code	SISR，look-up table, series-parallel network
Learning Spatiotemporal Frequency-Transformer for Compressed Video Super-Resolution	FTVSR	ECCV2022	code	VSR，Transformer, Frequency Learning, Compression
Image Super-Resolution with Deep Dictionary	SRDD	ECCV2022	code	SISR,Deep Dictionary, Sparse Representation
Learning Mutual Modulation for Self-Supervised Cross-Modal Super-Resolution	MMSR	ECCV2022	code	Mutual Modulation, Self-Supervised Super-Resolution, Cross-Modal, Multi-Modal
Compiler-Aware Neural Architecture Search for On-Mobile Real-time Super-Resolution	-	arxiv	code	SISR, Mobile Real-time，nas
Enhancing Image Rescaling using Dual Latent Variables in Invertible Neural Network	DLV-IRN	ACMM 2022	-	Image Rescaling
Perception-Distortion Balanced ADMM Optimization for Single-Image Super-Resolution	PDASR	arxiv	code	Perception-Distortion Trade-Off, Constrained Optimization
Adaptive Local Implicit Image Function for Arbitrary-scale Super-resolution	A-LIIF	ICIP2022	code	implicit image function
Rethinking Alignment in Video Super-Resolution Transformers	-	arxiv	code	VSR, feature alignment
SwinFIR: Revisiting the SwinIR with Fast Fourier Convolution and Improved Training for Image Super-Resolution	SwinFIR	arxiv	-	SISR, Fast Fourier Convolution，SOTA
KXNet: A Model-Driven Deep Neural Network for Blind Super-Resolution	KXNet	ECCV2022	code	Blind SR, Model-Driven, Kernel Estimation, Mutual Learning
MULTI-SCALE ATTENTION NETWORK FOR SINGLE IMAGE SUPER-RESOLUTION	MAN	arxiv	code	SISR, CNN-based multi-scale attention, SOTA
From Face to Natural Image: Learning Real Degradation for Blind Image Super-Resolution	ReDegNet	ECCV2022	code	Blind SR, real world degradation
Super-Resolution by Predicting Offsets: An Ultra-Efficient Super-Resolution Network for Rasterized Images	SRPO	ECCV2022	-	SISR, lightweight, sharp edges and flatter areas
Efficient Image Super-Resolution using Vast-Receptive-Field Attention	VapSR	ECCVW 2022	code	SISR, lightweight
ISTA-Inspired Network for Image Super-Resolution	ISTAR	arxiv	-	SISR, unfolding iterative shrinkage thresholding algorith
N-Gram in Swin Transformers for Efficient Lightweight Image Super-Resolution	NGswin	arxiv	-	Lightweight SISR, N-Gram
RDRN: Recursively Defined Residual Network for Image Super-Resolution	RDRN	arxiv	-	SISR, Recursively
CiaoSR: Continuous Implicit Attention-in-Attention Network for Arbitrary-Scale Image Super-Resolution	CiaoSR	arxiv	code	SISR, Arbitrary-Scale,Continuous Implicit Attention-in-Attention
NAWQ-SR: A Hybrid-Precision NPU Engine for Efficient On-Device Super-Resolution	NAWQ-SR	arxiv	-	SISR, hybrid-precision quantization tech
Meta-Learned Kernel For Blind Super-Resolution Kernel Estimation	MetaKernelGAN	arxiv	-	Blind SR, meta learnig, a kernel-generating GAN
DCS-RISR: Dynamic Channel Splitting for Efficient Real-world Image Super-Resolution	DCS-RISR	arxiv	-	RealSR, channel splitting vector, ctave conv
Benchmark Dataset and Effective Inter-Frame Alignment for Real-World Video Super-Resolution	EAVSR	arxiv	code	RealVSR, MVSR4× dataset, AdaSTN