{"total":62,"rows":[{"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":"2505.12630","title":"Degradation-Aware Feature Perturbation for All-in-One Image Restoration","created":"2025-05-19","cited_by_count":41,"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":"2506.16960","title":"Visual-Instructed Degradation Diffusion for All-in-One Image Restoration","created":"2025-06-20","cited_by_count":26,"area":null},{"id":"2604.03198","title":"The Eleventh NTIRE 2026 Efficient Super-Resolution Challenge Report","created":"2026-04-03","cited_by_count":25,"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":"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":"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":"2504.04869","title":"DSwinIR: Rethinking Window-based Attention for Image Restoration","created":"2025-04-07","cited_by_count":7,"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":"2603.01725","title":"Learning Domain-Aware Task Prompt Representations for Multi-Domain All-in-One Image Restoration","created":"2026-03-02","cited_by_count":7,"area":null},{"id":"2510.15338","title":"Proto-Former: Unified Facial Landmark Detection by Prototype Transformer","created":"2025-10-17","cited_by_count":5,"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":"2503.07266","title":"RS2-SAM2: Customized SAM2 for Referring Remote Sensing Image Segmentation","created":"2025-03-10","cited_by_count":4,"area":null},{"id":"2510.08653","title":"PhyDAE: Physics-Guided Degradation-Adaptive Experts for All-in-One Remote Sensing Image Restoration","created":"2025-10-09","cited_by_count":4,"area":null},{"id":"2510.13282","title":"Universal Image Restoration Pre-training via Masked Degradation Classification","created":"2025-10-15","cited_by_count":4,"area":null},{"id":"2512.17292","title":"Vision-Language Model Guided Image Restoration","created":"2025-12-19","cited_by_count":4,"area":"mllm"},{"id":"2601.20306","title":"TPGDiff: Hierarchical Triple-Prior Guided Diffusion for Image Restoration","created":"2026-01-28","cited_by_count":4,"area":"diffusion"},{"id":"2409.18932","title":"ReviveDiff: A Universal Diffusion Model for Restoring Images in Adverse Weather Conditions","created":"2024-09-27","cited_by_count":3,"area":"diffusion"},{"id":"2501.18500","title":"HSRMamba: Contextual Spatial-Spectral State Space Model for Single Image Hyperspectral Super-Resolution","created":"2025-01-30","cited_by_count":3,"area":"ssm"},{"id":"2505.04526","title":"DFVO: Learning Darkness-free Visible and Infrared Image Disentanglement and Fusion All at Once","created":"2025-05-07","cited_by_count":3,"area":null},{"id":"2507.14851","title":"Grounding Degradations in Natural Language for All-In-One Video Restoration","created":"2025-07-20","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":"2504.02391","title":"Marine Saliency Segmenter: Object-Focused Conditional Diffusion with Region-Level Semantic Knowledge Distillation","created":"2025-04-03","cited_by_count":2,"area":"diffusion"},{"id":"2507.03386","title":"MRC-DETR: An Adaptive Multi-Residual Coupled Transformer for Bare Board PCB Defect Detection","created":"2025-07-04","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":"2603.12579","title":"DINOLight: Robust Ambient Light Normalization with Self-supervised Visual Prior Integration","created":"2026-03-13","cited_by_count":2,"area":null},{"id":"2606.22801","title":"Learning Adaptive Dynamical Features via Multi-$\\tau$ Liquid-Mamba for All-in-one Image Restoration","created":"2026-06-22","cited_by_count":2,"area":"ssm"},{"id":"2607.27898","title":"CoRE-UIR: Prior-guided common and residual experts for efficient all-in-one remote sensing image restoration","created":"2026-07-30","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":"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":"2504.14249","title":"Any Image Restoration via Efficient Spatial-Frequency Degradation Adaptation","created":"2025-04-19","cited_by_count":1,"area":null},{"id":"2509.12039","title":"RAM++: Robust Representation Learning via Adaptive Mask for All-in-One Image Restoration","created":"2025-09-15","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":"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":"2511.17126","title":"Towards Blind Lens Aberration Correction via Large LensLib Pre-training and Discrete Degradation Priors","created":"2025-11-21","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":"2602.00749","title":"HSI-VAR: Rethinking Hyperspectral Restoration through Spatial-Spectral Visual Autoregression","created":"2026-01-31","cited_by_count":1,"area":null},{"id":"2605.08627","title":"DRNet: All-in-One Image Restoration via Prior-Guided Dynamic Reparameterization","created":"2026-05-09","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":"2608.06832","title":"Bend the Basics: Degradation-Aware Deformable Tokenization for All-in-One Image Restoration","created":"2026-08-07","cited_by_count":1,"area":null},{"id":"2609.10278","title":"FreqFLD: Towards All-in-One Facial Landmark Detection via Frequency Modulation","created":"2026-09-09","cited_by_count":1,"area":null},{"id":"2609.21468","title":"SkillIR: Evolving Scene-Aware Skills for Agentic Image Restoration","created":"2026-09-18","cited_by_count":1,"area":"agents"},{"id":"2508.09843","title":"Hierarchical Graph Attention Network for No-Reference Omnidirectional Image Quality Assessment","created":"2025-08-13","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":"2512.10581","title":"Unleashing Degradation-Carrying Features in Symmetric U-Net: Simpler and Stronger Baselines for All-in-One Image Restoration","created":"2025-12-11","cited_by_count":0,"area":"diffusion"},{"id":"2512.21135","title":"TGC-Net: A Structure-Aware and Semantically-Aligned Framework for Text-Guided Medical Image Segmentation","created":"2025-12-24","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":"2603.05940","title":"SLER-IR: Spherical Layer-wise Expert Routing for All-in-One Image Restoration","created":"2026-03-06","cited_by_count":0,"area":"moe"},{"id":"2603.14816","title":"M2IR: Proactive All-in-One Image Restoration via Mamba-style Modulation and Mixture-of-Experts","created":"2026-03-16","cited_by_count":0,"area":"moe"},{"id":"2604.24149","title":"6thGrid-Net: Unified Remote Sensing Image Dehazing Based on Color Restoration and Edge-Preserving","created":"2026-04-27","cited_by_count":0,"area":null},{"id":"2604.25408","title":"Beyond Fidelity: Semantic Similarity Assessment in Low-Level Image Processing","created":"2026-04-28","cited_by_count":0,"area":null},{"id":"2605.01236","title":"Degradation-Aware Adaptive Context Gating for Unified Image Restoration","created":"2026-05-02","cited_by_count":0,"area":null},{"id":"2605.07146","title":"UniV2D: Bridging Visual Restoration and Semantic Perception for Underwater Salient Object Detection","created":"2026-05-08","cited_by_count":0,"area":null},{"id":"2607.15097","title":"QuReC: All-in-One Image Restoration with Query-Specific Guidance and Local-Global Response Calibration","created":"2026-07-16","cited_by_count":0,"area":null},{"id":"2608.20141","title":"DPC-Net: Dual-Prior Collaborative Network for All-in-One Image Restoration","created":"2026-08-20","cited_by_count":0,"area":null},{"id":"2609.16578","title":"GraLoD: Graphics-Inspired Continuous Level-of-Detail Learning for Image Restoration","created":"2026-09-15","cited_by_count":0,"area":null},{"id":"2609.25267","title":"ImIR: Image-Instruction Tuning for All-in-One Image Restoration","created":"2026-09-21","cited_by_count":0,"area":null},{"id":"2610.13720","title":"State-Isolated Vision Mamba via Update-Tendency Routing for Underwater Image Enhancement","created":"2026-10-09","cited_by_count":0,"area":"ssm"},{"id":"2610.20384","title":"Look Before You Restore: Learning to Predict Before Acting for Agentic Image Restoration","created":"2026-10-14","cited_by_count":0,"area":"agents"}],"next_cursor":null}