{"total":222,"rows":[{"id":"2111.09881","title":"Restormer: Efficient Transformer for High-Resolution Image Restoration","created":"2021-11-18","cited_by_count":1627,"area":null},{"id":"2102.02808","title":"Multi-Stage Progressive Image Restoration","created":"2021-02-04","cited_by_count":816,"area":null},{"id":"2201.02973","title":"MAXIM: Multi-Axis MLP for Image Processing","created":"2022-01-09","cited_by_count":302,"area":null},{"id":"2105.06086","title":"HINet: Half Instance Normalization Network for Image Restoration","created":"2021-05-13","cited_by_count":237,"area":null},{"id":"2303.11950","title":"Learning A Sparse Transformer Network for Effective Image Deraining","created":"2023-03-21","cited_by_count":205,"area":null},{"id":"2103.10596","title":"PSCC-Net: Progressive Spatio-Channel Correlation Network for Image Manipulation Detection and Localization","created":"2021-03-19","cited_by_count":133,"area":null},{"id":"2204.13348","title":"Deep Generalized Unfolding Networks for Image Restoration","created":"2022-04-28","cited_by_count":121,"area":null},{"id":"2306.13090","title":"PromptIR: Prompting for All-in-One Blind Image Restoration","created":"2023-06-22","cited_by_count":114,"area":null},{"id":"2403.14614","title":"AdaIR: Adaptive All-in-One Image Restoration via Frequency Mining and Modulation","created":"2024-03-21","cited_by_count":111,"area":null},{"id":"2403.11423","title":"VmambaIR: Visual State Space Model for Image Restoration","created":"2024-03-18","cited_by_count":90,"area":null},{"id":"2111.11745","title":"Intriguing Findings of Frequency Selection for Image Deblurring","created":"2021-11-23","cited_by_count":81,"area":null},{"id":"2108.08617","title":"Spatially-Adaptive Image Restoration using Distortion-Guided Networks","created":"2021-08-19","cited_by_count":77,"area":null},{"id":"2108.09079","title":"Structure-Preserving Deraining with Residue Channel Prior Guidance","created":"2021-08-20","cited_by_count":63,"area":null},{"id":"2305.17863","title":"GridFormer: Residual Dense Transformer with Grid Structure for Image Restoration in Adverse Weather Conditions","created":"2023-05-29","cited_by_count":62,"area":null},{"id":"2408.15994","title":"Perceive-IR: Learning to Perceive Degradation Better for All-in-One Image Restoration","created":"2024-08-28","cited_by_count":62,"area":null},{"id":"2109.02973","title":"Unpaired Deep Image Deraining Using Dual Contrastive Learning","created":"2021-09-07","cited_by_count":60,"area":null},{"id":"2110.00970","title":"Semantic-Guided Zero-Shot Learning for Low-Light Image/Video Enhancement","created":"2021-10-03","cited_by_count":60,"area":null},{"id":"2310.11881","title":"A Comparative Study of Image Restoration Networks for General Backbone Network Design","created":"2023-10-18","cited_by_count":57,"area":null},{"id":"2404.01547","title":"Bidirectional Multi-Scale Implicit Neural Representations for Image Deraining","created":"2024-04-02","cited_by_count":54,"area":null},{"id":"2203.16931","title":"Towards Robust Rain Removal Against Adversarial Attacks: A Comprehensive Benchmark Analysis and Beyond","created":"2022-03-31","cited_by_count":48,"area":null},{"id":"2310.12848","title":"Neural Degradation Representation Learning for All-In-One Image Restoration","created":"2023-10-19","cited_by_count":46,"area":null},{"id":"2308.14153","title":"Sparse Sampling Transformer with Uncertainty-Driven Ranking for Unified Removal of Raindrops and Rain Streaks","created":"2023-08-27","cited_by_count":45,"area":null},{"id":"2505.12630","title":"Degradation-Aware Feature Perturbation for All-in-One Image Restoration","created":"2025-05-19","cited_by_count":41,"area":null},{"id":"2206.05514","title":"Toward Real-world Single Image Deraining: A New Benchmark and Beyond","created":"2022-06-11","cited_by_count":40,"area":null},{"id":"2308.03867","title":"From Sky to the Ground: A Large-scale Benchmark and Simple Baseline Towards Real Rain Removal","created":"2023-08-07","cited_by_count":39,"area":null},{"id":"2412.01427","title":"FoundIR: Unleashing Million-scale Training Data to Advance Foundation Models for Image Restoration","created":"2024-12-02","cited_by_count":39,"area":null},{"id":"2503.16930","title":"Vision-Language Gradient Descent-driven All-in-One Deep Unfolding Networks","created":"2025-03-21","cited_by_count":37,"area":null},{"id":"2312.17334","title":"Improving Image Restoration through Removing Degradations in Textual Representations","created":"2023-12-28","cited_by_count":36,"area":null},{"id":"2501.04486","title":"MB-TaylorFormer V2: Improved Multi-branch Linear Transformer Expanded by Taylor Formula for Image Restoration","created":"2025-01-08","cited_by_count":36,"area":null},{"id":"2104.13743","title":"Image Inpainting by End-to-End Cascaded Refinement with Mask Awareness","created":"2021-04-28","cited_by_count":35,"area":null},{"id":"2310.03535","title":"Towards Unified Deep Image Deraining: A Survey and A New Benchmark","created":"2023-10-05","cited_by_count":34,"area":null},{"id":"2303.02881","title":"KBNet: Kernel Basis Network for Image Restoration","created":"2023-03-06","cited_by_count":33,"area":null},{"id":"2101.12463","title":"Robust Representation Learning with Feedback for Single Image Deraining","created":"2021-01-29","cited_by_count":32,"area":null},{"id":"2103.07939","title":"Semi-Supervised Video Deraining with Dynamical Rain Generator","created":"2021-03-14","cited_by_count":31,"area":null},{"id":"2206.10779","title":"Not Just Streaks: Towards Ground Truth for Single Image Deraining","created":"2022-06-22","cited_by_count":31,"area":null},{"id":"2203.11509","title":"Unsupervised Deraining: Where Contrastive Learning Meets Self-similarity","created":"2022-03-22","cited_by_count":30,"area":null},{"id":"2405.14343","title":"Efficient Visual State Space Model for Image Deblurring","created":"2024-05-23","cited_by_count":29,"area":null},{"id":"2204.11385","title":"DRT: A Lightweight Single Image Deraining Recursive Transformer","created":"2022-04-25","cited_by_count":26,"area":null},{"id":"2506.16960","title":"Visual-Instructed Degradation Diffusion for All-in-One Image Restoration","created":"2025-06-20","cited_by_count":26,"area":null},{"id":"2303.10951","title":"Tracker Meets Night: A Transformer Enhancer for UAV Tracking","created":"2023-03-20","cited_by_count":23,"area":null},{"id":"2309.03063","title":"Prompt-based Ingredient-Oriented All-in-One Image Restoration","created":"2023-09-06","cited_by_count":22,"area":null},{"id":"2407.20928","title":"UniProcessor: A Text-induced Unified Low-level Image Processor","created":"2024-07-30","cited_by_count":22,"area":null},{"id":"2504.12711","title":"NTIRE 2025 Challenge on Day and Night Raindrop Removal for Dual-Focused Images: Methods and Results","created":"2025-04-17","cited_by_count":22,"area":null},{"id":"2401.00729","title":"NightRain: Nighttime Video Deraining via Adaptive-Rain-Removal and Adaptive-Correction","created":"2024-01-01","cited_by_count":20,"area":null},{"id":"2509.11642","title":"WeatherBench: A Real-World Benchmark Dataset for All-in-One Adverse Weather Image Restoration","created":"2025-09-15","cited_by_count":20,"area":null},{"id":"2407.19139","title":"Multi-Expert Adaptive Selection: Task-Balancing for All-in-One Image Restoration","created":"2024-07-27","cited_by_count":18,"area":null},{"id":"2408.08601","title":"Learning A Low-Level Vision Generalist via Visual Task Prompt","created":"2024-08-16","cited_by_count":18,"area":null},{"id":"2207.10455","title":"Magic ELF: Image Deraining Meets Association Learning and Transformer","created":"2022-07-21","cited_by_count":17,"area":null},{"id":"2212.11473","title":"Restoring Vision in Hazy Weather with Hierarchical Contrastive Learning","created":"2022-12-22","cited_by_count":17,"area":null},{"id":"2303.06859","title":"Learning Distortion Invariant Representation for Image Restoration from A Causality Perspective","created":"2023-03-13","cited_by_count":17,"area":null},{"id":"2306.05390","title":"HQ-50K: A Large-scale, High-quality Dataset for Image Restoration","created":"2023-06-08","cited_by_count":16,"area":null},{"id":"2402.04855","title":"Dual-Path Coupled Image Deraining Network via Spatial-Frequency Interaction","created":"2024-02-07","cited_by_count":16,"area":null},{"id":"2405.06277","title":"Learning A Spiking Neural Network for Efficient Image Deraining","created":"2024-05-10","cited_by_count":16,"area":null},{"id":"2408.10145","title":"Multi-Scale Representation Learning for Image Restoration with State-Space Model","created":"2024-08-19","cited_by_count":15,"area":null},{"id":"2510.23116","title":"Residual Diffusion Bridge Model for Image Restoration","created":"2025-10-27","cited_by_count":15,"area":null},{"id":"2102.12135","title":"Efficient and Accurate Multi-scale Topological Network for Single Image Dehazing","created":"2021-02-24","cited_by_count":14,"area":null},{"id":"2108.03581","title":"Visible Watermark Removal via Self-calibrated Localization and Background Refinement","created":"2021-08-08","cited_by_count":14,"area":null},{"id":"2302.09554","title":"Mixed Hierarchy Network for Image Restoration","created":"2023-02-19","cited_by_count":14,"area":null},{"id":"2305.15134","title":"Networks are Slacking Off: Understanding Generalization Problem in Image Deraining","created":"2023-05-24","cited_by_count":14,"area":null},{"id":"2306.01209","title":"Counting Crowds in Bad Weather","created":"2023-06-02","cited_by_count":14,"area":null},{"id":"2312.01677","title":"Multi-task Image Restoration Guided By Robust DINO Features","created":"2023-12-04","cited_by_count":14,"area":null},{"id":"2402.04841","title":"Data-efficient Large Vision Models through Sequential Autoregression","created":"2024-02-07","cited_by_count":14,"area":null},{"id":"2504.04903","title":"Lumina-OmniLV: A Unified Multimodal Framework for General Low-Level Vision","created":"2025-04-07","cited_by_count":14,"area":null},{"id":"2509.25172","title":"Personalized Vision via Visual In-Context Learning","created":"2025-09-29","cited_by_count":14,"area":null},{"id":"2604.10634","title":"NTIRE 2026 The Second Challenge on Day and Night Raindrop Removal for Dual-Focused Images: Methods and Results","created":"2026-04-12","cited_by_count":14,"area":null},{"id":"2202.06568","title":"Online-updated High-order Collaborative Networks for Single Image Deraining","created":"2022-02-14","cited_by_count":13,"area":null},{"id":"2207.04754","title":"Snow Mask Guided Adaptive Residual Network for Image Snow Removal","created":"2022-07-11","cited_by_count":13,"area":null},{"id":"2309.04780","title":"Latent Degradation Representation Constraint for Single Image Deraining","created":"2023-09-09","cited_by_count":13,"area":null},{"id":"2107.06808","title":"RCDNet: An Interpretable Rain Convolutional Dictionary Network for Single Image Deraining","created":"2021-07-14","cited_by_count":12,"area":null},{"id":"2203.13699","title":"Unsupervised Image Deraining: Optimization Model Driven Deep CNN","created":"2022-03-25","cited_by_count":12,"area":null},{"id":"2408.08091","title":"HAIR: Hypernetworks-based All-in-One Image Restoration","created":"2024-08-15","cited_by_count":12,"area":null},{"id":"2601.02763","title":"ClearAIR: A Human-Visual-Perception-Inspired All-in-One Image Restoration","created":"2026-01-06","cited_by_count":12,"area":null},{"id":"2309.06023","title":"Learning from History: Task-agnostic Model Contrastive Learning for Image Restoration","created":"2023-09-12","cited_by_count":11,"area":null},{"id":"2405.15475","title":"Efficient Degradation-aware Any Image Restoration","created":"2024-05-24","cited_by_count":11,"area":null},{"id":"2503.18703","title":"Channel Consistency Prior and Self-Reconstruction Strategy Based Unsupervised Image Deraining","created":"2025-03-24","cited_by_count":11,"area":null},{"id":"2112.02279","title":"U2-Former: A Nested U-shaped Transformer for Image Restoration","created":"2021-12-04","cited_by_count":10,"area":null},{"id":"2308.11932","title":"Synergistic Multiscale Detail Refinement via Intrinsic Supervision for Underwater Image Enhancement","created":"2023-08-23","cited_by_count":10,"area":null},{"id":"2503.14037","title":"Intra and Inter Parser-Prompted Transformers for Effective Image Restoration","created":"2025-03-18","cited_by_count":10,"area":null},{"id":"2504.09377","title":"Gradient as Conditions: Rethinking HOG for All-in-one Image Restoration","created":"2025-04-12","cited_by_count":10,"area":null},{"id":"2111.08892","title":"SAPNet: Segmentation-Aware Progressive Network for Perceptual Contrastive Deraining","created":"2021-11-17","cited_by_count":9,"area":null},{"id":"2310.20210","title":"UWFormer: Underwater Image Enhancement via a Semi-Supervised Multi-Scale Transformer","created":"2023-10-31","cited_by_count":9,"area":null},{"id":"2407.00676","title":"Instruct-IPT: All-in-One Image Processing Transformer via Weight Modulation","created":"2024-06-30","cited_by_count":9,"area":null},{"id":"2207.00728","title":"Multi-scale Attentive Image De-raining Networks via Neural Architecture Search","created":"2022-07-02","cited_by_count":8,"area":null},{"id":"2303.17316","title":"Masked Autoencoders as Image Processors","created":"2023-03-30","cited_by_count":8,"area":null},{"id":"2402.18217","title":"Region-Aware Exposure Consistency Network for Mixed Exposure Correction","created":"2024-02-28","cited_by_count":8,"area":null},{"id":"2404.02154","title":"Dynamic Pre-training: Towards Efficient and Scalable All-in-One Image Restoration","created":"2024-04-02","cited_by_count":8,"area":null},{"id":"2505.16811","title":"Semi-Supervised State-Space Model with Dynamic Stacking Filter for Real-World Video Deraining","created":"2025-05-22","cited_by_count":8,"area":null},{"id":"2505.18679","title":"Efficient Degradation-agnostic Image Restoration via Channel-Wise Functional Decomposition and Manifold Regularization","created":"2025-05-24","cited_by_count":8,"area":null},{"id":"2112.09426","title":"SiamTrans: Zero-Shot Multi-Frame Image Restoration with Pre-Trained Siamese Transformers","created":"2021-12-17","cited_by_count":7,"area":null},{"id":"2205.03553","title":"From heavy rain removal to detail restoration: A faster and better network","created":"2022-05-07","cited_by_count":7,"area":null},{"id":"2210.01069","title":"Dual-former: Hybrid Self-attention Transformer for Efficient Image Restoration","created":"2022-10-03","cited_by_count":7,"area":null},{"id":"2211.00837","title":"Unsupervised Deraining: Where Asymmetric Contrastive Learning Meets Self-similarity","created":"2022-11-02","cited_by_count":7,"area":null},{"id":"2302.05916","title":"Video Waterdrop Removal via Spatio-Temporal Fusion in Driving Scenes","created":"2023-02-12","cited_by_count":7,"area":null},{"id":"2404.00633","title":"IPT-V2: Efficient Image Processing Transformer using Hierarchical Attentions","created":"2024-03-31","cited_by_count":7,"area":null},{"id":"2405.16470","title":"Image Deraining with Frequency-Enhanced State Space Model","created":"2024-05-26","cited_by_count":7,"area":null},{"id":"2406.00721","title":"Explore Internal and External Similarity for Single Image Deraining with Graph Neural Networks","created":"2024-06-02","cited_by_count":7,"area":null},{"id":"2408.09241","title":"Re-boosting Self-Collaboration Parallel Prompt GAN for Unsupervised Image Restoration","created":"2024-08-17","cited_by_count":7,"area":null},{"id":"2504.04869","title":"DSwinIR: Rethinking Window-based Attention for Image Restoration","created":"2025-04-07","cited_by_count":7,"area":null},{"id":"2604.15654","title":"From Zero to Detail: A Progressive Spectral Decoupling Paradigm for UHD Image Restoration with New Benchmark","created":"2026-04-17","cited_by_count":7,"area":null},{"id":"2305.04269","title":"Dual Residual Attention Network for Image Denoising","created":"2023-05-07","cited_by_count":6,"area":null}],"next_cursor":"100"}