{"total":107,"rows":[{"id":"2204.03883","title":"Vision Transformers for Single Image Dehazing","created":"2022-04-08","cited_by_count":260,"area":null},{"id":"2104.09367","title":"Contrastive Learning for Compact Single Image Dehazing","created":"2021-04-19","cited_by_count":219,"area":null},{"id":"2308.09388","title":"Diffusion Models for Image Restoration and Enhancement: A Comprehensive Survey","created":"2023-08-18","cited_by_count":109,"area":"diffusion"},{"id":"2303.14218","title":"Curricular Contrastive Regularization for Physics-aware Single Image Dehazing","created":"2023-03-24","cited_by_count":83,"area":null},{"id":"2308.14036","title":"MB-TaylorFormer: Multi-branch Efficient Transformer Expanded by Taylor Formula for Image Dehazing","created":"2023-08-27","cited_by_count":81,"area":null},{"id":"2406.11138","title":"Diffusion Models in Low-Level Vision: A Survey","created":"2024-06-17","cited_by_count":74,"area":"diffusion"},{"id":"2304.03994","title":"RIDCP: Revitalizing Real Image Dehazing via High-Quality Codebook Priors","created":"2023-04-08","cited_by_count":73,"area":null},{"id":"2408.14180","title":"I2EBench: A Comprehensive Benchmark for Instruction-based Image Editing","created":"2024-08-26","cited_by_count":63,"area":null},{"id":"2410.15067","title":"A Survey on All-in-One Image Restoration: Taxonomy, Evaluation and Future Trends","created":"2024-10-19","cited_by_count":60,"area":null},{"id":"2404.09476","title":"FreqMamba: Viewing Mamba from a Frequency Perspective for Image Deraining","created":"2024-04-15","cited_by_count":57,"area":"ssm"},{"id":"2405.16785","title":"PromptFix: You Prompt and We Fix the Photo","created":"2024-05-27","cited_by_count":40,"area":"diffusion"},{"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":"2206.10779","title":"Not Just Streaks: Towards Ground Truth for Single Image Deraining","created":"2022-06-22","cited_by_count":31,"area":null},{"id":"2409.15278","title":"PixWizard: Versatile Image-to-Image Visual Assistant with Open-Language Instructions","created":"2024-09-23","cited_by_count":31,"area":null},{"id":"2210.03061","title":"Structure Representation Network and Uncertainty Feedback Learning for Dense Non-Uniform Fog Removal","created":"2022-10-06","cited_by_count":28,"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":"2511.12609","title":"Uni-MoE-2.0-Omni: Scaling Language-Centric Omnimodal Large Model with Advanced MoE, Training and Data","created":"2025-11-16","cited_by_count":21,"area":"moe"},{"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":"2106.03323","title":"A Comprehensive Survey and Taxonomy on Single Image Dehazing Based on Deep Learning","created":"2021-06-07","cited_by_count":19,"area":null},{"id":"2305.17654","title":"MixDehazeNet : Mix Structure Block For Image Dehazing Network","created":"2023-05-28","cited_by_count":18,"area":null},{"id":"2308.06998","title":"Mutual Information-driven Triple Interaction Network for Efficient Image Dehazing","created":"2023-08-14","cited_by_count":18,"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":"2308.10510","title":"Frequency Compensated Diffusion Model for Real-scene Dehazing","created":"2023-08-21","cited_by_count":17,"area":"diffusion"},{"id":"2104.08902","title":"A Two-branch Neural Network for Non-homogeneous Dehazing via Ensemble Learning","created":"2021-04-18","cited_by_count":16,"area":null},{"id":"2409.19833","title":"HazyDet: Open-Source Benchmark for Drone-View Object Detection with Depth-Cues in Hazy Scenes","created":"2024-09-30","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":"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":"2306.15870","title":"Let Segment Anything Help Image Dehaze","created":"2023-06-28","cited_by_count":13,"area":null},{"id":"2411.17687","title":"GenDeg: Diffusion-based Degradation Synthesis for Generalizable All-In-One Image Restoration","created":"2024-11-26","cited_by_count":13,"area":"diffusion"},{"id":"2309.17389","title":"Prompt-based test-time real image dehazing: a novel pipeline","created":"2023-09-29","cited_by_count":12,"area":null},{"id":"2308.11949","title":"High-quality Image Dehazing with Diffusion Model","created":"2023-08-23","cited_by_count":11,"area":"diffusion"},{"id":"2506.16961","title":"Reversing Flow for Image Restoration","created":"2025-06-20","cited_by_count":10,"area":null},{"id":"2206.06427","title":"A Multi-purpose Realistic Haze Benchmark with Quantifiable Haze Levels and Ground Truth","created":"2022-06-13","cited_by_count":9,"area":null},{"id":"2304.07874","title":"A Data-Centric Solution to NonHomogeneous Dehazing via Vision Transformer","created":"2023-04-16","cited_by_count":9,"area":null},{"id":"2403.17094","title":"SynFog: A Photo-realistic Synthetic Fog Dataset based on End-to-end Imaging Simulation for Advancing Real-World Defogging in Autonomous Driving","created":"2024-03-25","cited_by_count":9,"area":null},{"id":"2512.09282","title":"FoundIR-v2: Optimizing Pre-Training Data Mixtures for Image Restoration Foundation Model","created":"2025-12-10","cited_by_count":9,"area":"diffusion"},{"id":"2305.04430","title":"Breaking Through the Haze: An Advanced Non-Homogeneous Dehazing Method based on Fast Fourier Convolution and ConvNeXt","created":"2023-05-08","cited_by_count":8,"area":null},{"id":"2509.20091","title":"Unleashing the Potential of the Semantic Latent Space in Diffusion Models for Image Dehazing","created":"2025-09-24","cited_by_count":8,"area":"diffusion"},{"id":"2604.05500","title":"CLIP-Guided Data Augmentation for Night-Time Image Dehazing","created":"2026-04-07","cited_by_count":8,"area":null},{"id":"2103.17126","title":"Rank-One Prior: Toward Real-Time Scene Recovery","created":"2021-03-31","cited_by_count":7,"area":null},{"id":"2506.07814","title":"M2Restore: Mixture-of-Experts-based Mamba-CNN Fusion Framework for All-in-One Image Restoration","created":"2025-06-09","cited_by_count":7,"area":"moe"},{"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":"2507.14826","title":"PHATNet: A Physics-guided Haze Transfer Network for Domain-adaptive Real-world Image Dehazing","created":"2025-07-20","cited_by_count":6,"area":null},{"id":"2603.10872","title":"Bilevel Layer-Positioning LoRA for Real Image Dehazing","created":"2026-03-11","cited_by_count":6,"area":null},{"id":"2406.13652","title":"Stability and Generalizability in SDE Diffusion Models with Measure-Preserving Dynamics","created":"2024-06-19","cited_by_count":5,"area":"diffusion"},{"id":"2504.21487","title":"DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration","created":"2025-04-30","cited_by_count":5,"area":"diffusion"},{"id":"2511.14183","title":"UniSER: A Foundation Model for Unified Soft Effects Removal","created":"2025-11-18","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":"2303.09153","title":"Reliable Image Dehazing by NeRF","created":"2023-03-16","cited_by_count":4,"area":null},{"id":"2401.04550","title":"WaveletFormerNet: A Transformer-based Wavelet Network for Real-world Non-homogeneous and Dense Fog Removal","created":"2024-01-09","cited_by_count":4,"area":null},{"id":"2405.11468","title":"Emphasizing Crucial Features for Efficient Image Restoration","created":"2024-05-19","cited_by_count":4,"area":null},{"id":"2501.12832","title":"FDG-Diff: Frequency-Domain-Guided Diffusion Framework for Compressed Hazy Image Restoration","created":"2025-01-22","cited_by_count":4,"area":"diffusion"},{"id":"2509.18190","title":"HazeFlow: Revisit Haze Physical Model as ODE and Non-Homogeneous Haze Generation for Real-World Dehazing","created":"2025-09-19","cited_by_count":4,"area":null},{"id":"2207.01909","title":"StyleFlow For Content-Fixed Image to Image Translation","created":"2022-07-05","cited_by_count":3,"area":null},{"id":"2306.07244","title":"RB-Dust -- A Reference-based Dataset for Vision-based Dust Removal","created":"2023-06-12","cited_by_count":3,"area":null},{"id":"2307.13927","title":"DFR-Net: Density Feature Refinement Network for Image Dehazing Utilizing Haze Density Difference","created":"2023-07-26","cited_by_count":3,"area":null},{"id":"2409.08510","title":"CasDyF-Net: Image Dehazing via Cascaded Dynamic Filters","created":"2024-09-13","cited_by_count":3,"area":null},{"id":"2410.10121","title":"Interaction-Guided Two-Branch Image Dehazing Network","created":"2024-10-14","cited_by_count":3,"area":null},{"id":"2412.14220","title":"Distilled Pooling Transformer Encoder for Efficient Realistic Image Dehazing","created":"2024-12-18","cited_by_count":3,"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":"2601.06909","title":"UDPNet: Unleashing Depth-based Priors for Robust Image Dehazing","created":"2026-01-11","cited_by_count":3,"area":null},{"id":"2603.13089","title":"V-Bridge: Bridging Video Generative Priors to Versatile Few-shot Image Restoration","created":"2026-03-13","cited_by_count":3,"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":"2308.06909","title":"Hierarchy Flow For High-Fidelity Image-to-Image Translation","created":"2023-08-14","cited_by_count":2,"area":null},{"id":"2404.02460","title":"TSNet:A Two-stage Network for Image Dehazing with Multi-scale Fusion and Adaptive Learning","created":"2024-04-03","cited_by_count":2,"area":null},{"id":"2406.19030","title":"DiffLoss: unleashing diffusion model as constraint for training image restoration network","created":"2024-06-27","cited_by_count":2,"area":"diffusion"},{"id":"2410.16095","title":"LMHaze: Intensity-aware Image Dehazing with a Large-scale Multi-intensity Real Haze Dataset","created":"2024-10-21","cited_by_count":2,"area":"ssm"},{"id":"2507.11035","title":"Efficient Dual-domain Image Dehazing with Haze Prior Perception","created":"2025-07-15","cited_by_count":2,"area":null},{"id":"2508.08556","title":"Unlocking the Potential of Diffusion Priors in Blind Face Restoration","created":"2025-08-12","cited_by_count":2,"area":"diffusion"},{"id":"2512.08161","title":"Fourier-RWKV: A Multi-State Perception Network for Efficient Image Dehazing","created":"2025-12-09","cited_by_count":2,"area":null},{"id":"2606.18644","title":"Spiking Pyramid Wavelet Transformation for High-efficient and Low-energy Image Restoration","created":"2026-06-17","cited_by_count":2,"area":null},{"id":"2403.10336","title":"How Powerful Potential of Attention on Image Restoration?","created":"2024-03-15","cited_by_count":1,"area":null},{"id":"2404.07770","title":"Joint Conditional Diffusion Model for Image Restoration with Mixed Degradations","created":"2024-04-11","cited_by_count":1,"area":"diffusion"},{"id":"2404.09269","title":"PANet: A Physics-guided Parametric Augmentation Net for Image Dehazing by Hazing","created":"2024-04-14","cited_by_count":1,"area":null},{"id":"2407.00972","title":"FALCON: Frequency Adjoint Link with CONtinuous Density Mask for Fast Single Image Dehazing","created":"2024-07-01","cited_by_count":1,"area":null},{"id":"2407.11505","title":"Haze-Aware Attention Network for Single-Image Dehazing","created":"2024-07-16","cited_by_count":1,"area":null},{"id":"2410.14595","title":"DRACO-DehazeNet: An Efficient Image Dehazing Network Combining Detail Recovery and a Novel Contrastive Learning Paradigm","created":"2024-10-18","cited_by_count":1,"area":null},{"id":"2503.17488","title":"ProDehaze: Prompting Diffusion Models Toward Faithful Image Dehazing","created":"2025-03-21","cited_by_count":1,"area":"diffusion"},{"id":"2505.04369","title":"WDMamba: When Wavelet Degradation Prior Meets Vision Mamba for Image Dehazing","created":"2025-05-07","cited_by_count":1,"area":"ssm"},{"id":"2507.03893","title":"Hierarchical Semantic-Visual Fusion of Visible and Near-infrared Images for Long-range Haze Removal","created":"2025-07-05","cited_by_count":1,"area":null},{"id":"2508.16956","title":"RPD-Diff: Region-Adaptive Physics-Guided Diffusion Model for Visibility Enhancement under Dense and Non-Uniform Haze","created":"2025-08-23","cited_by_count":1,"area":"diffusion"},{"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":"2608.10995","title":"HNDiff: Haze-Noise Diffusion for Image Dehazing","created":"2026-08-11","cited_by_count":1,"area":null},{"id":"2109.05479","title":"Efficient Re-parameterization Residual Attention Network For Nonhomogeneous Image Dehazing","created":"2021-09-12","cited_by_count":0,"area":null},{"id":"2109.12544","title":"DAMix: A Density-Aware Mixup Augmentation for Single Image Dehazing under Domain Shift","created":"2021-09-26","cited_by_count":0,"area":null},{"id":"2305.00273","title":"Optimal Transport Based Unsupervised Restoration Learning Exploiting Degradation Sparsity","created":"2023-04-29","cited_by_count":0,"area":null},{"id":"2401.04750","title":"DedustNet: A Frequency-dominated Swin Transformer-based Wavelet Network for Agricultural Dust Removal","created":"2024-01-09","cited_by_count":0,"area":null},{"id":"2404.00279","title":"Look-Around Before You Leap: High-Frequency Injected Transformer for Image Restoration","created":"2024-03-30","cited_by_count":0,"area":null},{"id":"2408.12317","title":"Towards Optimal Aggregation of Varying Range Dependencies in Haze Removal","created":"2024-08-22","cited_by_count":0,"area":null},{"id":"2503.06107","title":"Feature Fusion Attention Network with CycleGAN for Image Dehazing, De-Snowing and De-Raining","created":"2025-03-08","cited_by_count":0,"area":null},{"id":"2503.13073","title":"DehazeMamba: SAR-guided Optical Remote Sensing Image Dehazing with Adaptive State Space Model","created":"2025-03-17","cited_by_count":0,"area":null},{"id":"2504.16637","title":"RouteWinFormer: A Route-Window Transformer for Middle-range Attention in Image Restoration","created":"2025-04-23","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":"2601.01992","title":"API: Empowering Generalizable Real-World Image Dehazing via Adaptive Patch Importance Learning","created":"2026-01-05","cited_by_count":0,"area":null},{"id":"2601.01998","title":"Nighttime Hazy Image Enhancement via Progressively and Mutually Reinforcing Night-Haze Priors","created":"2026-01-05","cited_by_count":0,"area":null},{"id":"2601.10537","title":"Enhancing the quality of gauge images captured in smoke and haze scenes through deep learning","created":"2026-01-15","cited_by_count":0,"area":null},{"id":"2604.12917","title":"M3D-Stereo: A Multiple-Medium and Multiple-Degradation Dataset for Stereo Image Restoration","created":"2026-04-14","cited_by_count":0,"area":null},{"id":"2604.23709","title":"ZID-Net: Zero-Inference Diffusion Prior Decoupling Network for Single Image Dehazing","created":"2026-04-26","cited_by_count":0,"area":"diffusion"}],"next_cursor":"100"}