{"total":60,"rows":[{"id":"2111.09881","title":"Restormer: Efficient Transformer for High-Resolution Image Restoration","created":"2021-11-18","cited_by_count":1627,"area":null},{"id":"2106.03106","title":"Uformer: A General U-Shaped Transformer for Image Restoration","created":"2021-06-06","cited_by_count":866,"area":null},{"id":"2201.02973","title":"MAXIM: Multi-Axis MLP for Image Processing","created":"2022-01-09","cited_by_count":302,"area":null},{"id":"2401.16468","title":"InstructIR: High-Quality Image Restoration Following Human Instructions","created":"2024-01-29","cited_by_count":140,"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":"2407.10172","title":"Restoring Images in Adverse Weather Conditions via Histogram Transformer","created":"2024-07-14","cited_by_count":73,"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":"2303.15710","title":"Explicit Attention-Enhanced Fusion for RGB-Thermal Perception Tasks","created":"2023-03-28","cited_by_count":41,"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":"2207.01074","title":"Variational Deep Image Restoration","created":"2022-07-03","cited_by_count":24,"area":null},{"id":"2409.15739","title":"Teaching Tailored to Talent: Adverse Weather Restoration via Prompt Pool and Depth-Anything Constraint","created":"2024-09-24","cited_by_count":24,"area":null},{"id":"2203.09208","title":"Neural Compression-Based Feature Learning for Video Restoration","created":"2022-03-17","cited_by_count":23,"area":null},{"id":"2106.15944","title":"A survey on computational spectral reconstruction methods from RGB to hyperspectral imaging","created":"2021-06-30","cited_by_count":20,"area":null},{"id":"2404.00288","title":"Seeing the Unseen: A Frequency Prompt Guided Transformer for Image Restoration","created":"2024-03-30","cited_by_count":18,"area":null},{"id":"2101.10449","title":"Towards Domain Invariant Single Image Dehazing","created":"2021-01-09","cited_by_count":17,"area":null},{"id":"2302.14736","title":"TextIR: A Simple Framework for Text-based Editable Image Restoration","created":"2023-02-28","cited_by_count":17,"area":null},{"id":"2407.16957","title":"Raindrop Clarity: A Dual-Focused Dataset for Day and Night Raindrop Removal","created":"2024-07-24","cited_by_count":17,"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":"2207.04754","title":"Snow Mask Guided Adaptive Residual Network for Image Snow Removal","created":"2022-07-11","cited_by_count":13,"area":null},{"id":"2306.09008","title":"Exploring the Application of Large-scale Pre-trained Models on Adverse Weather Removal","created":"2023-06-15","cited_by_count":12,"area":null},{"id":"2310.18293","title":"Always Clear Days: Degradation Type and Severity Aware All-In-One Adverse Weather Removal","created":"2023-10-27","cited_by_count":12,"area":null},{"id":"2105.09437","title":"End-to-End Unsupervised Document Image Blind Denoising","created":"2021-05-19","cited_by_count":7,"area":null},{"id":"2109.03585","title":"Matching in the Dark: A Dataset for Matching Image Pairs of Low-light Scenes","created":"2021-09-08","cited_by_count":7,"area":null},{"id":"2203.11068","title":"Learning Enriched Illuminants for Cross and Single Sensor Color Constancy","created":"2022-03-21","cited_by_count":7,"area":null},{"id":"2503.00905","title":"DEAL: Data-Efficient Adversarial Learning for High-Quality Infrared Imaging","created":"2025-03-02","cited_by_count":7,"area":null},{"id":"2104.01888","title":"Non-Homogeneous Haze Removal via Artificial Scene Prior and Bidimensional Graph Reasoning","created":"2021-04-05","cited_by_count":6,"area":null},{"id":"2309.17239","title":"EGVD: Event-Guided Video Deraining","created":"2023-09-29","cited_by_count":6,"area":null},{"id":"2505.17581","title":"MODEM: A Morton-Order Degradation Estimation Mechanism for Adverse Weather Image Recovery","created":"2025-05-23","cited_by_count":6,"area":null},{"id":"2410.04811","title":"Learning Efficient and Effective Trajectories for Differential Equation-based Image Restoration","created":"2024-10-07","cited_by_count":5,"area":null},{"id":"2412.03745","title":"Deep Variational Bayesian Modeling of Haze Degradation Process","created":"2024-12-04","cited_by_count":5,"area":null},{"id":"2503.20174","title":"Devil is in the Uniformity: Exploring Diverse Learners within Transformer for Image Restoration","created":"2025-03-26","cited_by_count":5,"area":null},{"id":"2203.15325","title":"Robust Single Image Dehazing Based on Consistent and Contrast-Assisted Reconstruction","created":"2022-03-29","cited_by_count":4,"area":null},{"id":"2305.09996","title":"Restoring Images Captured in Arbitrary Hybrid Adverse Weather Conditions in One Go","created":"2023-05-17","cited_by_count":4,"area":null},{"id":"2412.04727","title":"Learning to Translate Noise for Robust Image Denoising","created":"2024-12-06","cited_by_count":4,"area":null},{"id":"2502.12600","title":"Revisiting the Generalization Problem of Low-level Vision Models Through the Lens of Image Deraining","created":"2025-02-18","cited_by_count":4,"area":null},{"id":"2505.16157","title":"Fast and Accurate Image Restoration and Generation with Rank Enhanced Linear Attention","created":"2025-05-22","cited_by_count":3,"area":null},{"id":"2507.13663","title":"Global Modeling Matters: A Fast, Lightweight and Effective Baseline for Efficient Image Restoration","created":"2025-07-18","cited_by_count":3,"area":null},{"id":"2104.02525","title":"Searching Efficient Model-guided Deep Network for Image Denoising","created":"2021-04-06","cited_by_count":2,"area":null},{"id":"2206.02748","title":"Compound Multi-branch Feature Fusion for Real Image Restoration","created":"2022-06-02","cited_by_count":2,"area":null},{"id":"2207.09302","title":"Deep Semantic Statistics Matching (D2SM) Denoising Network","created":"2022-07-19","cited_by_count":2,"area":null},{"id":"2305.18092","title":"Contrastive Learning Based Recursive Dynamic Multi-Scale Network for Image Deraining","created":"2023-05-29","cited_by_count":2,"area":null},{"id":"2205.13165","title":"Light Field Raindrop Removal via 4D Re-sampling","created":"2022-05-26","cited_by_count":1,"area":null},{"id":"2404.04617","title":"Empowering Image Recovery_ A Multi-Attention Approach","created":"2024-04-06","cited_by_count":1,"area":null},{"id":"2411.07893","title":"Joint multi-dimensional dynamic attention and transformer for general image restoration","created":"2024-11-12","cited_by_count":1,"area":null},{"id":"2510.09228","title":"Clear Roads, Clear Vision: Advancements in Multi-Weather Restoration for Smart Transportation","created":"2025-10-10","cited_by_count":1,"area":null},{"id":"2604.06623","title":"WeatherRemover: All-in-one Adverse Weather Removal with Multi-scale Feature Map Compression","created":"2026-04-08","cited_by_count":1,"area":null},{"id":"2608.06939","title":"Degradation-Aware Prompt Learning with Cross-Modal Compensation for Adverse Weather Removal","created":"2026-08-07","cited_by_count":1,"area":null},{"id":"2103.02488","title":"Non-local Channel Aggregation Network for Single Image Rain Removal","created":"2021-03-03","cited_by_count":0,"area":null},{"id":"2206.06803","title":"Asymmetric Dual-Decoder U-Net for Joint Rain and Haze Removal","created":"2022-06-14","cited_by_count":0,"area":null},{"id":"2305.10146","title":"CS-PCN: Context-Space Progressive Collaborative Network for Image Denoising","created":"2023-05-17","cited_by_count":0,"area":null},{"id":"2309.02964","title":"Hierarchical-level rain image generative model based on GAN","created":"2023-09-06","cited_by_count":0,"area":null},{"id":"2407.18613","title":"Dilated Strip Attention Network for Image Restoration","created":"2024-07-26","cited_by_count":0,"area":null},{"id":"2411.04821","title":"End-to-end Inception-Unet based Generative Adversarial Networks for Snow and Rain Removals","created":"2024-11-07","cited_by_count":0,"area":null},{"id":"2505.05504","title":"Image Restoration via Multi-domain Learning","created":"2025-05-07","cited_by_count":0,"area":null},{"id":"2511.05421","title":"Sharing the Learned Knowledge-base to Estimate Convolutional Filter Parameters for Continual Image Restoration","created":"2025-11-07","cited_by_count":0,"area":null},{"id":"2603.25867","title":"Seeing Through Smoke: Surgical Desmoking for Improved Visual Perception","created":"2026-03-26","cited_by_count":0,"area":null},{"id":"2606.16795","title":"WaveDINO: Learning-Based Atmospheric Correction of Unwrapped InSAR Interferograms Validated by GNSS: Results at Laguna del Maule and Campi Flegrei Volcanoes","created":"2026-06-15","cited_by_count":0,"area":null},{"id":"2608.20263","title":"Ultra-High-Definition Restoration Transformers with Correlation Matching Transformation","created":"2026-08-18","cited_by_count":0,"area":null},{"id":"2609.02434","title":"Uncertainty-Guided Adverse Weather Restoration via Gated Transformer Network","created":"2026-09-02","cited_by_count":0,"area":null},{"id":"2609.30758","title":"LLPR: Location-aware learning and physics-based reconstruction for raindrop removal from a single image","created":"2026-09-25","cited_by_count":0,"area":null}],"next_cursor":null}