🧬Low-Level Vision

Image Restoration

Denoising, deblurring, super-resolution

100 papers4,529 total citations
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Feb '24 Jan '26857 papers
Also includes: image restoration, image denoising, super-resolution, image enhancement, low-level vision

Top Papers

#1

DiffBIR: Toward Blind Image Restoration with Generative Diffusion Prior

Xinqi Lin, Jingwen He, Ziyan Chen et al.

ECCV 2024arXiv:2308.15070
blind image restorationgenerative diffusion priorlatent diffusion modelsimage super-resolution+3
279
citations
#2

SeeSR: Towards Semantics-Aware Real-World Image Super-Resolution

Rongyuan Wu, Tao Yang, Lingchen Sun et al.

CVPR 2024
256
citations
#3

Emu Edit: Precise Image Editing via Recognition and Generation Tasks

Shelly Sheynin, Adam Polyak, Uriel Singer et al.

CVPR 2024
238
citations
#4

Omni-Kernel Network for Image Restoration

Yuning Cui, Wenqi Ren, Alois Knoll

AAAI 2024
235
citations
#5

SinSR: Diffusion-Based Image Super-Resolution in a Single Step

Yufei Wang, Wenhan Yang, Xinyuan Chen et al.

CVPR 2024
214
citations
#6

BrushNet: A Plug-and-Play Image Inpainting Model with Decomposed Dual-Branch Diffusion

Xuan JU, Xian Liu, Xintao Wang et al.

ECCV 2024arXiv:2403.06976
image inpaintingdiffusion modelsdual-branch architectureplug-and-play model+3
163
citations
#7

InstructIR: High-Quality Image Restoration Following Human Instructions

Marcos Conde, Gregor Geigle, Radu Timofte

ECCV 2024
114
citations
#8

Zero-Reference Low-Light Enhancement via Physical Quadruple Priors

Wenjing Wang, Huan Yang, Jianlong Fu et al.

CVPR 2024
101
citations
#9

LightenDiffusion: Unsupervised Low-Light Image Enhancement with Latent-Retinex Diffusion Models

Hai Jiang, Ao Luo, Xiaohong Liu et al.

ECCV 2024
96
citations
#10

DiffEditor: Boosting Accuracy and Flexibility on Diffusion-based Image Editing

Chong Mou, Xintao Wang, Jiechong Song et al.

CVPR 2024
89
citations
#11

AdaIR: Adaptive All-in-One Image Restoration via Frequency Mining and Modulation

Yuning Cui, Syed Waqas Zamir, Salman Khan et al.

ICLR 2025
86
citations
#12

AEROBLADE: Training-Free Detection of Latent Diffusion Images Using Autoencoder Reconstruction Error

Jonas Ricker, Denis Lukovnikov, Asja Fischer

CVPR 2024
85
citations
#13

AutoDIR: Automatic All-in-One Image Restoration with Latent Diffusion

yitong jiang, Zhaoyang Zhang, Tianfan Xue et al.

ECCV 2024
83
citations
#14

Transcending the Limit of Local Window: Advanced Super-Resolution Transformer with Adaptive Token Dictionary

Leheng Zhang, Yawei Li, Xingyu Zhou et al.

CVPR 2024
76
citations
#15

BAD-Gaussians: Bundle Adjusted Deblur Gaussian Splatting

Lingzhe Zhao, Peng Wang, Peidong Liu

ECCV 2024arXiv:2403.11831
3d gaussian splattingmotion deblurringneural renderingbundle adjustment+4
74
citations
#16

CoSeR: Bridging Image and Language for Cognitive Super-Resolution

Haoze Sun, Wenbo Li, Jianzhuang Liu et al.

CVPR 2024
71
citations
#17

Depth Information Assisted Collaborative Mutual Promotion Network for Single Image Dehazing

Yafei Zhang, Shen Zhou, Huafeng Li

CVPR 2024
71
citations
#18

OneRestore: A Universal Restoration Framework for Composite Degradation

Yu Guo, Yuan Gao, Yuxu Lu et al.

ECCV 2024
66
citations
#19

Correlation Matching Transformation Transformers for UHD Image Restoration

Cong Wang, Jinshan Pan, Wei Wang et al.

AAAI 2024arXiv:2406.00629
uhd image restorationattention mechanismlow-light enhancementimage dehazing+4
57
citations
#20

SelfPromer: Self-Prompt Dehazing Transformers with Depth-Consistency

8137 Feiyu Zhu, Reid Simmons

AAAI 2024arXiv:2303.07033
image dehazingdepth consistencytransformer architectureprompt learning+4
56
citations
#21

Image Restoration by Denoising Diffusion Models with Iteratively Preconditioned Guidance

Tomer Garber, Tom Tirer

CVPR 2024
54
citations
#22

Rethinking Diffusion Model for Multi-Contrast MRI Super-Resolution

Guangyuan Li, Chen Rao, Juncheng Mo et al.

CVPR 2024
54
citations
#23

A Semi-supervised Nighttime Dehazing Baseline with Spatial-Frequency Aware and Realistic Brightness Constraint

Xiaofeng Cong, Jie Gui, Jing Zhang et al.

CVPR 2024
52
citations
#24

FouriScale: A Frequency Perspective on Training-Free High-Resolution Image Synthesis

Linjiang Huang, Rongyao Fang, Aiping Zhang et al.

ECCV 2024arXiv:2403.12963
high-resolution image synthesisdiffusion modelsfrequency domain analysistraining-free generation+4
51
citations
#25

Make a Cheap Scaling: A Self-Cascade Diffusion Model for Higher-Resolution Adaptation

Lanqing Guo, Yingqing He, Haoxin Chen et al.

ECCV 2024
50
citations
#26

Improving Image Restoration through Removing Degradations in Textual Representations

Jingbo Lin, Zhilu Zhang, Yuxiang Wei et al.

CVPR 2024
45
citations
#27

Efficient Multi-scale Network with Learnable Discrete Wavelet Transform for Blind Motion Deblurring

Xin Gao, Tianheng Qiu, Xinyu Zhang et al.

CVPR 2024
43
citations
#28

When Fast Fourier Transform Meets Transformer for Image Restoration

xingyu jiang, Xiuhui Zhang, Ning Gao et al.

ECCV 2024
42
citations
#29

Towards Robust Event-guided Low-Light Image Enhancement: A Large-Scale Real-World Event-Image Dataset and Novel Approach

Guoqiang Liang, Kanghao Chen, Hangyu Li et al.

CVPR 2024
41
citations
#30

A Diffusion-Based Framework for Multi-Class Anomaly Detection

Haoyang He, Jiangning Zhang, Hongxu Chen et al.

AAAI 2024arXiv:2312.06607
diffusion modelsanomaly detectionmulti-class settingsemantic-guided reconstruction+4
40
citations
#31

Stream Query Denoising for Vectorized HD-Map Construction

Shuo Wang, Fan Jia, Weixin Mao et al.

ECCV 2024arXiv:2401.09112
temporal modelingstreaming methodsvectorized hd-map constructionquery denoising+2
40
citations
#32

Learning Diffusion Texture Priors for Image Restoration

Tian Ye, Sixiang Chen, Wenhao Chai et al.

CVPR 2024
39
citations
#33

CoCoCo: Improving Text-Guided Video Inpainting for Better Consistency, Controllability and Compatibility

Bojia Zi, Shihao Zhao, Xianbiao Qi et al.

AAAI 2025
38
citations
#34

HIR-Diff: Unsupervised Hyperspectral Image Restoration Via Improved Diffusion Models

Li Pang, Xiangyu Rui, Long Cui et al.

CVPR 2024
37
citations
#35

Revisiting Single Image Reflection Removal In the Wild

Yurui Zhu, Bo Li, Xueyang Fu et al.

CVPR 2024
37
citations
#36

TSD-SR: One-Step Diffusion with Target Score Distillation for Real-World Image Super-Resolution

linwei dong, Qingnan Fan, Yihong Guo et al.

CVPR 2025
37
citations
#37

Distilling Semantic Priors from SAM to Efficient Image Restoration Models

Quan Zhang, Xiaoyu Liu, Wei Li et al.

CVPR 2024
36
citations
#38

RobustSAM: Segment Anything Robustly on Degraded Images

Wei-Ting Chen, Yu Jiet Vong, Sy-Yen Kuo et al.

CVPR 2024
35
citations
#39

Ray Denoising: Depth-aware Hard Negative Sampling for Multi-view 3D Object Detection

Feng Liu, Tengteng Huang, Qianjing Zhang et al.

ECCV 2024
34
citations
#40

Learning 3D Geometry and Feature Consistent Gaussian Splatting for Object Removal

YUXIN WANG, Qianyi Wu, Guofeng Zhang et al.

ECCV 2024
33
citations
#41

XPSR: Cross-modal Priors for Diffusion-based Image Super-Resolution

Yunpeng Qu, Kun Yuan, Kai Zhao et al.

ECCV 2024
33
citations
#42

Synergistic Multiscale Detail Refinement via Intrinsic Supervision for Underwater Image Enhancement

Dehuan Zhang, Jingchun Zhou, Chunle Guo et al.

AAAI 2024arXiv:2308.11932
underwater image enhancementmulti-scale detail refinementintrinsic supervisionadaptive feature propagation+3
33
citations
#43

Frequency-Adaptive Pan-Sharpening with Mixture of Experts

Xuanhua He, Keyu Yan, Rui Li et al.

AAAI 2024arXiv:2401.02151
pan-sharpeningfrequency domain processingadaptive frequency separationmixture of experts+4
32
citations
#44

A Dynamic Kernel Prior Model for Unsupervised Blind Image Super-Resolution

Zhixiong Yang, Jingyuan Xia, Shengxi Li et al.

CVPR 2024
32
citations
#45

Guided Real Image Dehazing Using YCbCr Color Space

Wenxuan Fang, Junkai Fan, Yu Zheng et al.

AAAI 2025
31
citations
#46

Gaussian Splatting on the Move: Blur and Rolling Shutter Compensation for Natural Camera Motion

Otto Seiskari, Jerry Ylilammi, Valtteri Kaatrasalo et al.

ECCV 2024
30
citations
#47

Paint by Inpaint: Learning to Add Image Objects by Removing Them First

Navve Wasserman, Noam Rotstein, Roy Ganz et al.

CVPR 2025arXiv:2404.18212
image editingdiffusion modelstext-conditioned generationobject addition+4
29
citations
#48

DocRes: A Generalist Model Toward Unifying Document Image Restoration Tasks

Jiaxin Zhang, Dezhi Peng, Chongyu Liu et al.

CVPR 2024
29
citations
#49

FMA-Net: Flow-Guided Dynamic Filtering and Iterative Feature Refinement with Multi-Attention for Joint Video Super-Resolution and Deblurring

Geunhyuk Youk, Jihyong Oh, Munchurl Kim

CVPR 2024
27
citations
#50

Boosting Spike Camera Image Reconstruction from a Perspective of Dealing with Spike Fluctuations

Rui Zhao, Ruiqin Xiong, Jing Zhao et al.

CVPR 2024
26
citations
#51

Adversarial Diffusion Compression for Real-World Image Super-Resolution

Bin Chen, Gehui Li, Rongyuan Wu et al.

CVPR 2025
25
citations
#52

An Intelligent Agentic System for Complex Image Restoration Problems

Kaiwen Zhu, Jinjin Gu, Zhiyuan You et al.

ICLR 2025
24
citations
#53

Fast Context-Based Low-Light Image Enhancement via Neural Implicit Representations

Tomáš Chobola, Yu Liu, Hanyi Zhang et al.

ECCV 2024
24
citations
#54

Efficient Visual State Space Model for Image Deblurring

Lingshun Kong, Jiangxin Dong, Jinhui Tang et al.

CVPR 2025
23
citations
#55

Noise Map Guidance: Inversion with Spatial Context for Real Image Editing

Hansam Cho, Jonghyun Lee, Seoung Bum Kim et al.

ICLR 2024
23
citations
#56

CATANet: Efficient Content-Aware Token Aggregation for Lightweight Image Super-Resolution

Xin Liu, Jie Liu, Jie Tang et al.

CVPR 2025
23
citations
#57

NightHaze: Nighttime Image Dehazing via Self-Prior Learning

Beibei Lin, Yeying Jin, Yan Wending et al.

AAAI 2025
22
citations
#58

STAR: Spatial-Temporal Augmentation with Text-to-Video Models for Real-World Video Super-Resolution

Rui Xie, Yinhong Liu, Penghao Zhou et al.

ICCV 2025
22
citations
#59

ResMaster: Mastering High-Resolution Image Generation via Structural and Fine-Grained Guidance

Shuwei Shi, Wenbo Li, Yuechen Zhang et al.

AAAI 2025
21
citations
#60

SAVSR: Arbitrary-Scale Video Super-resolution via a Learned Scale-Adaptive Network

Zekun Li, Hongying Liu, Fanhua Shang et al.

AAAI 2024
21
citations
#61

UVEB: A Large-scale Benchmark and Baseline Towards Real-World Underwater Video Enhancement

yaofeng xie, Lingwei Kong, Kai Chen et al.

CVPR 2024
21
citations
#62

Restore Anything with Masks: Leveraging Mask Image Modeling for Blind All-in-One Image Restoration

Chu Jie Qin, Ruiqi Wu, Zikun Liu et al.

ECCV 2024
20
citations
#63

LAN: Learning to Adapt Noise for Image Denoising

Changjin Kim, Tae Hyun Kim, Sungyong Baik

CVPR 2024
19
citations
#64

Exploring Efficient Asymmetric Blind-Spots for Self-Supervised Denoising in Real-World Scenarios

Shiyan Chen, Jiyuan Zhang, Zhaofei Yu et al.

CVPR 2024
19
citations
#65

You Only Need One Step: Fast Super-Resolution with Stable Diffusion via Scale Distillation

Mehdi Noroozi, Isma Hadji, Brais Martinez et al.

ECCV 2024
19
citations
#66

Towards Real-world Event-guided Low-light Video Enhancement and Deblurring

Taewoo Kim, Jaeseok Jeong, Hoonhee Cho et al.

ECCV 2024arXiv:2408.14916
low-light video enhancementmotion deblurringevent camerashybrid camera system+4
19
citations
#67

Robust Image Denoising through Adversarial Frequency Mixup

Donghun Ryou, Inju Ha, Hyewon Yoo et al.

CVPR 2024
19
citations
#68

SPIRE: Semantic Prompt-Driven Image Restoration

Chenyang Qi, Zhengzhong Tu, Keren Ye et al.

ECCV 2024arXiv:2312.11595
semantic prompt-driven restorationimage restoration tasksdiffusion model editinglanguage-vision paradigm+3
19
citations
#69

Text Image Inpainting via Global Structure-Guided Diffusion Models

Shipeng Zhu, Pengfei Fang, Chenjie Zhu et al.

AAAI 2024arXiv:2401.14832
text image inpaintingdiffusion modelsscene text recognitionhandwritten text images+4
18
citations
#70

Unmixing Diffusion for Self-Supervised Hyperspectral Image Denoising

Haijin Zeng, Jiezhang Cao, Yongyong Chen et al.

CVPR 2024
18
citations
#71

Blur-aware Spatio-temporal Sparse Transformer for Video Deblurring

Huicong Zhang, Haozhe Xie, Hongxun Yao

CVPR 2024
18
citations
#72

Contourlet Residual for Prompt Learning Enhanced Infrared Image Super-Resolution

Xingyuan Li, Jinyuan Liu, ZHIXIN CHEN et al.

ECCV 2024
18
citations
#73

Scaling and Masking: A New Paradigm of Data Sampling for Image and Video Quality Assessment

Yongxu Liu, Yinghui Quan, Guoyao Xiao et al.

AAAI 2024arXiv:2401.02614
image quality assessmentvideo quality assessmentdata sampling methodsmulti-scale representation+4
17
citations
#74

Latent Diffusion Prior Enhanced Deep Unfolding for Snapshot Spectral Compressive Imaging

Zongliang Wu, Ruiying Lu, Ying Fu et al.

ECCV 2024
17
citations
#75

CycleINR: Cycle Implicit Neural Representation for Arbitrary-Scale Volumetric Super-Resolution of Medical Data

Wei Fang, Yuxing Tang, Heng Guo et al.

CVPR 2024
17
citations
#76

FRIH: Fine-Grained Region-Aware Image Harmonization

Jinlong Peng, Zekun Luo, Liang Liu et al.

AAAI 2024arXiv:2205.06448
image harmonizationfine-grained region segmentationcomposite image realismglobal-local harmonization framework+3
16
citations
#77

Degradation-Aware Feature Perturbation for All-in-One Image Restoration

Xiangpeng Tian, Xiangyu Liao, Xiao Liu et al.

CVPR 2025
16
citations
#78

Toward Generalized Image Quality Assessment: Relaxing the Perfect Reference Quality Assumption

Du CHEN, Tianhe Wu, Kede Ma et al.

CVPR 2025
16
citations
#79

Transformer-Based Selective Super-resolution for Efficient Image Refinement

Tianyi Zhang, Kishore Kasichainula, Yaoxin Zhuo et al.

AAAI 2024arXiv:2312.05803
selective super-resolutiontransformer-based algorithmimage refinementcomputational efficiency+4
16
citations
#80

Joint Demosaicing and Denoising for Spike Camera

Yanchen Dong, Ruiqin Xiong, Jing Zhao et al.

AAAI 2024
16
citations
#81

Prior-guided Hierarchical Harmonization Network for Efficient Image Dehazing

Xiongfei Su, Siyuan Li, Yuning Cui et al.

AAAI 2025
16
citations
#82

SuperGaussian: Repurposing Video Models for 3D Super Resolution

Yuan Shen, Duygu Ceylan, Paul Guerrero et al.

ECCV 2024
16
citations
#83

Learning to Detect Multi-class Anomalies with Just One Normal Image Prompt

Bin-Bin Gao

ECCV 2024
16
citations
#84

Adaptive Rectangular Convolution for Remote Sensing Pansharpening

Xueyang Wang, Zhixin Zheng, Jiandong Shao et al.

CVPR 2025
16
citations
#85

Self-Supervised Video Desmoking for Laparoscopic Surgery

Renlong Wu, Zhilu Zhang, Shuohao Zhang et al.

ECCV 2024
15
citations
#86

FaithDiff: Unleashing Diffusion Priors for Faithful Image Super-resolution

Junyang Chen, Jinshan Pan, Jiangxin Dong

CVPR 2025
15
citations
#87

S2Gaussian: Sparse-View Super-Resolution 3D Gaussian Splatting

Yecong Wan, Mingwen Shao, Yuanshuo Cheng et al.

CVPR 2025
15
citations
#88

Improving Spectral Snapshot Reconstruction with Spectral-Spatial Rectification

Jiancheng Zhang, Haijin Zeng, Yongyong Chen et al.

CVPR 2024
15
citations
#89

GenesisTex: Adapting Image Denoising Diffusion to Texture Space

Chenjian Gao, Boyan Jiang, Xinghui Li et al.

CVPR 2024
15
citations
#90

Stochastic Deep Restoration Priors for Imaging Inverse Problems

Yuyang Hu, Albert Peng, Weijie Gan et al.

ICML 2025
15
citations
#91

JarvisIR: Elevating Autonomous Driving Perception with Intelligent Image Restoration

yunlong lin, Zixu Lin, Haoyu Chen et al.

CVPR 2025
15
citations
#92

Quad Bayer Joint Demosaicing and Denoising Based on Dual Encoder Network with Joint Residual Learning

Bolun Zheng, Li Haoran, Quan Chen et al.

AAAI 2024
15
citations
#93

Image Demoireing in RAW and sRGB Domains

Shuning Xu, Binbin Song, Xiangyu Chen et al.

ECCV 2024
14
citations
#94

Low-Light Image Enhancement via Generative Perceptual Priors

Han Zhou, Wei Dong, Xiaohong Liu et al.

AAAI 2025
14
citations
#95

A Restoration Network as an Implicit Prior

Yuyang Hu, Mauricio Delbracio, Peyman Milanfar et al.

ICLR 2024
14
citations
#96

DiffSCI: Zero-Shot Snapshot Compressive Imaging via Iterative Spectral Diffusion Model

Zhenghao Pan, Haijin Zeng, Jiezhang Cao et al.

CVPR 2024
14
citations
#97

Binarized Low-light Raw Video Enhancement

Gengchen Zhang, Yulun Zhang, Xin Yuan et al.

CVPR 2024
14
citations
#98

InstructGIE: Towards Generalizable Image Editing

Zichong Meng, Changdi Yang, Jun Liu et al.

ECCV 2024arXiv:2403.05018
image editingdenoising diffusion modelsin-context learninglanguage instruction+4
13
citations
#99

Kalman-Inspired Feature Propagation for Video Face Super-Resolution

Ruicheng Feng, Chongyi Li, Chen Change Loy

ECCV 2024arXiv:2408.05205
video super-resolutionface super-resolutiontemporal consistencykalman filtering+2
13
citations
#100

GRIDS: Grouped Multiple-Degradation Restoration with Image Degradation Similarity

Shuo Cao, Yihao Liu, Wenlong Zhang et al.

ECCV 2024
13
citations