{"total":27,"rows":[{"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":"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":"2511.14183","title":"UniSER: A Foundation Model for Unified Soft Effects Removal","created":"2025-11-18","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":"2510.13282","title":"Universal Image Restoration Pre-training via Masked Degradation Classification","created":"2025-10-15","cited_by_count":4,"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":"2512.00814","title":"IRPO: Boosting Image Restoration via Post-training GRPO","created":"2025-11-30","cited_by_count":2,"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":"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":"2511.12432","title":"Text-Guided Channel Perturbation and Pretrained Knowledge Integration for Unified Multi-Modality Image Fusion","created":"2025-11-16","cited_by_count":1,"area":null},{"id":"2512.20251","title":"Degradation-Aware Metric Prompting for Hyperspectral Image Restoration","created":"2025-12-23","cited_by_count":1,"area":null},{"id":"2602.20328","title":"GSNR: Graph Smooth Null-Space Representation for Inverse Problems","created":"2026-02-23","cited_by_count":1,"area":null},{"id":"2512.17343","title":"Multi-level distortion-aware deformable network for omnidirectional image super-resolution","created":"2025-12-19","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":"2606.16298","title":"DDTNet: Degradation Disentanglement and Transfer Network for Test-Time All-in-One De-weathering Adaptation","created":"2026-06-15","cited_by_count":0,"area":null},{"id":"2606.19097","title":"DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration","created":"2026-06-17","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":"2607.15097","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":"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":"2608.08957","title":"RMR-P: Road Metadata-Aware Restoration for Pavement Inspection","created":"2026-08-09","cited_by_count":0,"area":null},{"id":"2608.09482","title":"Beyond Uniform Restoration: Empowering All-in-One Restoration with Pixel-Level Multimodal Guidance","created":"2026-08-10","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":"2609.25267","title":"ImIR: Image-Instruction Tuning for All-in-One Image Restoration","created":"2026-09-21","cited_by_count":0,"area":null},{"id":"2609.31170","title":"TaskIR: Task-Driven Image Restoration via Degradation Adaptation and Task Feedback","created":"2026-09-25","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},{"id":"2610.15595","title":"FireNav: Decision-Oriented Reconstruction Evidence Routing for Vision-Language Navigation in Indoor Fire Environments","created":"2026-10-11","cited_by_count":0,"area":null}],"next_cursor":null}