{"total":86,"rows":[{"id":"2401.16468","title":"InstructIR: High-Quality Image Restoration Following Human Instructions","created":"2024-01-29","cited_by_count":140,"area":null},{"id":"2403.16387","title":"Text-IF: Leveraging Semantic Text Guidance for Degradation-Aware and Interactive Image Fusion","created":"2024-03-25","cited_by_count":84,"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":"2401.03379","title":"Towards Effective Multiple-in-One Image Restoration: A Sequential and Prompt Learning Strategy","created":"2024-01-07","cited_by_count":50,"area":null},{"id":"2412.13443","title":"DarkIR: Robust Low-Light Image Restoration","created":"2024-12-18","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":"2312.05038","title":"Prompt-In-Prompt Learning for Universal Image Restoration","created":"2023-12-08","cited_by_count":43,"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":"2405.19769","title":"All-In-One Medical Image Restoration via Task-Adaptive Routing","created":"2024-05-30","cited_by_count":30,"area":null},{"id":"2310.10513","title":"Unifying Image Processing as Visual Prompting Question Answering","created":"2023-10-16","cited_by_count":29,"area":null},{"id":"2404.16824","title":"V2A-Mark: Versatile Deep Visual-Audio Watermarking for Manipulation Localization and Copyright Protection","created":"2024-04-25","cited_by_count":28,"area":null},{"id":"2312.06162","title":"Textual Prompt Guided Image Restoration","created":"2023-12-11","cited_by_count":27,"area":null},{"id":"2405.04408","title":"DocRes: A Generalist Model Toward Unifying Document Image Restoration Tasks","created":"2024-05-07","cited_by_count":27,"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":"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":"2501.12981","title":"UniUIR: Considering Underwater Image Restoration as An All-in-One Learner","created":"2025-01-22","cited_by_count":22,"area":null},{"id":"2411.01656","title":"Degradation-Aware Residual-Conditioned Optimal Transport for Unified Image Restoration","created":"2024-11-03","cited_by_count":21,"area":null},{"id":"2510.13219","title":"Prompt-based Adaptation in Large-scale Vision Models: A Survey","created":"2025-10-15","cited_by_count":21,"area":null},{"id":"2404.17433","title":"PromptCIR: Blind Compressed Image Restoration with Prompt Learning","created":"2024-04-26","cited_by_count":20,"area":null},{"id":"2502.05749","title":"UniDB: A Unified Diffusion Bridge Framework via Stochastic Optimal Control","created":"2025-02-09","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":"2405.01002","title":"Spider: A Unified Framework for Context-dependent Concept Segmentation","created":"2024-05-02","cited_by_count":18,"area":null},{"id":"2309.13839","title":"Fill the K-Space and Refine the Image: Prompting for Dynamic and Multi-Contrast MRI Reconstruction","created":"2023-09-25","cited_by_count":17,"area":null},{"id":"2312.02197","title":"Test-Time Degradation Adaptation for Open-Set Image Restoration","created":"2023-12-02","cited_by_count":17,"area":null},{"id":"2602.23169","title":"Learning Continuous Wasserstein Barycenter Space for Generalized All-in-One Image Restoration","created":"2026-02-26","cited_by_count":15,"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":"2405.02843","title":"Residual-Conditioned Optimal Transport: Towards Structure-Preserving Unpaired and Paired Image Restoration","created":"2024-05-05","cited_by_count":13,"area":null},{"id":"2407.12273","title":"GRIDS: Grouped Multiple-Degradation Restoration with Image Degradation Similarity","created":"2024-07-17","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":"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":"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":"2406.13705","title":"EndoUIC: Promptable Diffusion Transformer for Unified Illumination Correction in Capsule Endoscopy","created":"2024-06-19","cited_by_count":8,"area":null},{"id":"2407.13108","title":"UCIP: A Universal Framework for Compressed Image Super-Resolution using Dynamic Prompt","created":"2024-07-18","cited_by_count":8,"area":null},{"id":"2512.05104","title":"EvoIR: Towards All-in-One Image Restoration via Evolutionary Frequency Modulation","created":"2025-12-04","cited_by_count":7,"area":null},{"id":"2408.15143","title":"A Preliminary Exploration Towards General Image Restoration","created":"2024-08-27","cited_by_count":6,"area":null},{"id":"2512.10948","title":"ClusIR: Towards Cluster-Guided All-in-One Image Restoration","created":"2025-12-11","cited_by_count":5,"area":null},{"id":"2409.17432","title":"HazeSpace2M: A Dataset for Haze Aware Single Image Dehazing","created":"2024-09-25","cited_by_count":4,"area":null},{"id":"2601.03391","title":"Edit2Restore:Few-Shot Image Restoration via Parameter-Efficient Adaptation of Pre-trained Editing Models","created":"2026-01-06","cited_by_count":4,"area":null},{"id":"2310.17910","title":"DocStormer: Revitalizing Multi-Degraded Colored Document Images to Pristine PDF","created":"2023-10-27","cited_by_count":3,"area":null},{"id":"2404.11475","title":"AdaIR: Exploiting Underlying Similarities of Image Restoration Tasks with Adapters","created":"2024-04-17","cited_by_count":3,"area":null},{"id":"2409.06980","title":"PanAdapter: Two-Stage Fine-Tuning with Spatial-Spectral Priors Injecting for Pansharpening","created":"2024-09-11","cited_by_count":3,"area":null},{"id":"2502.03649","title":"All-in-One Image Compression and Restoration","created":"2025-02-05","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":"2505.21637","title":"BaryIR: Learning Multi-Source Unified Representation in Continuous Barycenter Space for Generalizable All-in-One Image Restoration","created":"2025-05-27","cited_by_count":3,"area":null},{"id":"2512.14550","title":"TAT: Task-Adaptive Transformer for All-in-One Medical Image Restoration","created":"2025-12-16","cited_by_count":3,"area":null},{"id":"2603.26385","title":"Restore, Assess, Repeat: A Unified Framework for Iterative Image Restoration","created":"2026-03-27","cited_by_count":3,"area":null},{"id":"2604.05629","title":"A Unified Foundation Model for All-in-One Multi-Modal Remote Sensing Image Restoration and Fusion with Language Prompting","created":"2026-04-07","cited_by_count":3,"area":null},{"id":"2403.10520","title":"Strong and Controllable Blind Image Decomposition","created":"2024-03-15","cited_by_count":2,"area":null},{"id":"2406.18242","title":"ConStyle v2: A Strong Prompter for All-in-One Image Restoration","created":"2024-06-26","cited_by_count":2,"area":null},{"id":"2511.05873","title":"EndoIR: Degradation-Agnostic All-in-One Endoscopic Image Restoration via Noise-Aware Routing Diffusion","created":"2025-11-08","cited_by_count":2,"area":null},{"id":"2601.00533","title":"All-in-One Video Restoration under Smoothly Evolving Unknown Weather Degradations","created":"2026-01-02","cited_by_count":2,"area":null},{"id":"2604.02742","title":"Task-Guided Prompting for Unified Remote Sensing Image Restoration","created":"2026-04-03","cited_by_count":2,"area":null},{"id":"2608.02290","title":"SpikeRestormer: Towards Energy-Efficient All-in-One Image Restoration via Unified Event Reasoning","created":"2026-08-03","cited_by_count":2,"area":null},{"id":"2403.11220","title":"CPA-Enhancer: Chain-of-Thought Prompted Adaptive Enhancer for Object Detection under Unknown Degradations","created":"2024-03-17","cited_by_count":1,"area":null},{"id":"2407.08221","title":"GAURA: Generalizable Approach for Unified Restoration and Rendering of Arbitrary Views","created":"2024-07-11","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":"2503.06200","title":"Removing Multiple Hybrid Adverse Weather in Video via a Unified Model","created":"2025-03-08","cited_by_count":1,"area":null},{"id":"2508.07878","title":"TAP: Parameter-efficient Task-Aware Prompting for Adverse Weather Removal","created":"2025-08-11","cited_by_count":1,"area":null},{"id":"2509.17792","title":"Degradation-Aware All-in-One Image Restoration via Latent Prior Encoding","created":"2025-09-22","cited_by_count":1,"area":null},{"id":"2511.16107","title":"T2T-VICL: Cross-Task Visual In-Context Learning via Implicit Text-Driven VLMs","created":"2025-11-20","cited_by_count":1,"area":null},{"id":"2512.16313","title":"LaverNet: Lightweight All-in-one Video Restoration via Selective Propagation","created":"2025-12-18","cited_by_count":1,"area":null},{"id":"2603.24969","title":"PASDiff: Physics-Aware Semantic Guidance for Joint Real-World Low-Light Face Enhancement and Restoration","created":"2026-03-26","cited_by_count":1,"area":null},{"id":"2605.31039","title":"GGT-100K: Generative Ground Truth for Generalizable Real-World Image Restoration","created":"2026-05-29","cited_by_count":1,"area":null},{"id":"2607.21118","title":"The Second LoViF 2026 Challenge on Real-World All-in-One Image Restoration: Methods and Results","created":"2026-07-23","cited_by_count":1,"area":null},{"id":"2607.21125","title":"Causal-AgentIR: Self-Evolving Causal Memory for Adaptive Image Restoration Agents","created":"2026-07-23","cited_by_count":1,"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":"2410.00380","title":"GLMHA A Guided Low-rank Multi-Head Self-Attention for Efficient Image Restoration and Spectral Reconstruction","created":"2024-10-01","cited_by_count":0,"area":null},{"id":"2502.19677","title":"Towards Differential Handling of Various Blur Regions for Accurate Image Deblurring","created":"2025-02-27","cited_by_count":0,"area":null},{"id":"2502.20880","title":"Adaptive Identification of Blurred Regions for Accurate Image Deblurring","created":"2025-02-28","cited_by_count":0,"area":null},{"id":"2511.04920","title":"Learning to Restore Multi-Degraded Images via Ingredient Decoupling and Task-Aware Path Adaptation","created":"2025-11-07","cited_by_count":0,"area":null},{"id":"2511.10166","title":"Physically Interpretable Multi-Degradation Image Restoration via Deep Unfolding and Explainable Convolution","created":"2025-11-13","cited_by_count":0,"area":null},{"id":"2601.10192","title":"From Physical Degradation Models to Task-Aware All-in-One Image Restoration","created":"2026-01-15","cited_by_count":0,"area":null},{"id":"2601.23103","title":"Vision-Language Controlled Deep Unfolding for Joint Medical Image Restoration and Segmentation","created":"2026-01-30","cited_by_count":0,"area":null},{"id":"2603.14151","title":"Seeing Through the PRISM: Compound & Controllable Restoration of Scientific Images","created":"2026-03-14","cited_by_count":0,"area":null},{"id":"2605.06127","title":"Continuous Expert Assembly: Instance-Conditioned Low-Rank Residuals for All-in-One Image Restoration","created":"2026-05-07","cited_by_count":0,"area":null},{"id":"2607.03044","title":"CURE: Controllable Unified Image Restoration for Complex Degradations","created":"2026-07-03","cited_by_count":0,"area":null},{"id":"2607.11623","title":"Backbone-Agnostic Stochastic Perturbation Learning for End-to-End Real-World Image Dehazing","created":"2026-07-13","cited_by_count":0,"area":null},{"id":"2607.28526","title":"What to Remove, What to Preserve: Dual-Ambiguity Rectification for All-in-One Image Restoration","created":"2026-07-30","cited_by_count":0,"area":null},{"id":"2608.03107","title":"A Unified Resolution-Conditioned Framework for Orthogonal Line-Scanning Image Fusion","created":"2026-08-04","cited_by_count":0,"area":null},{"id":"2608.08661","title":"Degradation-Guided Underwater Image Restoration with Task-Oriented Latent Control","created":"2026-08-09","cited_by_count":0,"area":null},{"id":"2608.23799","title":"Restoring Without Forgetting: Continual Learning Across Image Degradations","created":"2026-08-24","cited_by_count":0,"area":null},{"id":"2609.02831","title":"Benchmarking RAW and RGB Restoration in Image Signal Processors","created":"2026-09-02","cited_by_count":0,"area":null},{"id":"2609.16031","title":"A deep dictionary network-based foundation model for ultra-low-dose CT denoising","created":"2026-09-11","cited_by_count":0,"area":null},{"id":"2609.24312","title":"AnalogDepth: Multi-view Geometry from FPV drones under Analog Video Transmission","created":"2026-09-21","cited_by_count":0,"area":null},{"id":"2610.02051","title":"Learning from Failure: Leveraging Unreliable Predictions in Semi-Supervised Real-World Adverse Weather Removal","created":"2026-10-01","cited_by_count":0,"area":null}],"next_cursor":null}