{"total":84,"rows":[{"id":"2209.14687","title":"Diffusion Posterior Sampling for General Noisy Inverse Problems","created":"2022-09-29","cited_by_count":1416,"area":"diffusion"},{"id":"2409.11340","title":"OmniGen: Unified Image Generation","created":"2024-09-17","cited_by_count":394,"area":"diffusion"},{"id":"2303.09472","title":"DiffIR: Efficient Diffusion Model for Image Restoration","created":"2023-03-16","cited_by_count":255,"area":"diffusion"},{"id":"2112.02475","title":"Deblurring via Stochastic Refinement","created":"2021-12-05","cited_by_count":249,"area":"diffusion"},{"id":"2303.11435","title":"Inversion by Direct Iteration: An Alternative to Denoising Diffusion for Image Restoration","created":"2023-03-20","cited_by_count":165,"area":"diffusion"},{"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":"2310.10123","title":"AutoDIR: Automatic All-in-One Image Restoration with Latent Diffusion","created":"2023-10-16","cited_by_count":100,"area":"diffusion"},{"id":"2305.12966","title":"Hierarchical Integration Diffusion Model for Realistic Image Deblurring","created":"2023-05-22","cited_by_count":88,"area":"diffusion"},{"id":"2212.01789","title":"Multiscale Structure Guided Diffusion for Image Deblurring","created":"2022-12-04","cited_by_count":77,"area":"diffusion"},{"id":"2403.11157","title":"Selective Hourglass Mapping for Universal Image Restoration Based on Diffusion Model","created":"2024-03-17","cited_by_count":73,"area":"diffusion"},{"id":"2308.13712","title":"Residual Denoising Diffusion Models","created":"2023-08-25","cited_by_count":69,"area":"diffusion"},{"id":"2403.07319","title":"Efficient Diffusion Model for Image Restoration by Residual Shifting","created":"2024-03-12","cited_by_count":64,"area":"diffusion"},{"id":"2403.00644","title":"Diff-Plugin: Revitalizing Details for Diffusion-based Low-level Tasks","created":"2024-03-01","cited_by_count":48,"area":"diffusion"},{"id":"2501.13134","title":"UniRestore: Unified Perceptual and Task-Oriented Image Restoration Model Using Diffusion Prior","created":"2025-01-22","cited_by_count":42,"area":"diffusion"},{"id":"2405.16785","title":"PromptFix: You Prompt and We Fix the Photo","created":"2024-05-27","cited_by_count":40,"area":"diffusion"},{"id":"2409.19365","title":"Conditional Image Synthesis with Diffusion Models: A Survey","created":"2024-09-28","cited_by_count":29,"area":"diffusion"},{"id":"2506.02528","title":"RelationAdapter: Learning and Transferring Visual Relation with Diffusion Transformers","created":"2025-06-03","cited_by_count":26,"area":"diffusion"},{"id":"2308.13767","title":"DiffI2I: Efficient Diffusion Model for Image-to-Image Translation","created":"2023-08-26","cited_by_count":24,"area":"diffusion"},{"id":"2305.20049","title":"A Unified Conditional Framework for Diffusion-based Image Restoration","created":"2023-05-31","cited_by_count":22,"area":"diffusion"},{"id":"2307.08996","title":"Towards Authentic Face Restoration with Iterative Diffusion Models and Beyond","created":"2023-07-18","cited_by_count":18,"area":"diffusion"},{"id":"2407.03636","title":"Diff-Restorer: Unleashing Visual Prompts for Diffusion-based Universal Image Restoration","created":"2024-07-04","cited_by_count":15,"area":"diffusion"},{"id":"2505.18047","title":"RestoreVAR: Visual Autoregressive Generation for All-in-One Image Restoration","created":"2025-05-23","cited_by_count":15,"area":"diffusion"},{"id":"2409.02574","title":"Solving Video Inverse Problems Using Image Diffusion Models","created":"2024-09-04","cited_by_count":14,"area":"diffusion"},{"id":"2407.16125","title":"Diffusion Prior-Based Amortized Variational Inference for Noisy Inverse Problems","created":"2024-07-23","cited_by_count":13,"area":"diffusion"},{"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":"2412.00156","title":"VISION-XL: High Definition Video Inverse Problem Solver using Latent Image Diffusion Models","created":"2024-11-29","cited_by_count":13,"area":"diffusion"},{"id":"2408.13459","title":"Rethinking Video Deblurring with Wavelet-Aware Dynamic Transformer and Diffusion Model","created":"2024-08-24","cited_by_count":11,"area":"diffusion"},{"id":"2305.04457","title":"Real-World Denoising via Diffusion Model","created":"2023-05-08","cited_by_count":10,"area":"diffusion"},{"id":"2406.18516","title":"Denoising as Adaptation: Noise-Space Domain Adaptation for Image Restoration","created":"2024-06-26","cited_by_count":9,"area":"diffusion"},{"id":"2503.06537","title":"One-Step Diffusion Model for Image Motion-Deblurring","created":"2025-03-09","cited_by_count":9,"area":"diffusion"},{"id":"2502.03810","title":"DeblurDiff: Real-World Image Deblurring with Generative Diffusion Models","created":"2025-02-06","cited_by_count":8,"area":"diffusion"},{"id":"2504.13226","title":"Image Editing with Diffusion Models: A Survey","created":"2025-04-17","cited_by_count":8,"area":"diffusion"},{"id":"2403.06793","title":"Boosting Image Restoration via Priors from Pre-trained Models","created":"2024-03-11","cited_by_count":6,"area":"diffusion"},{"id":"2503.15868","title":"UniCoRN: Latent Diffusion-based Unified Controllable Image Restoration Network across Multiple Degradations","created":"2025-03-20","cited_by_count":6,"area":"diffusion"},{"id":"2503.20268","title":"EGVD: Event-Guided Video Diffusion Model for Physically Realistic Large-Motion Frame Interpolation","created":"2025-03-26","cited_by_count":6,"area":"diffusion"},{"id":"2406.00093","title":"Bootstrap3D: Improving Multi-view Diffusion Model with Synthetic Data","created":"2024-05-31","cited_by_count":5,"area":"diffusion"},{"id":"2502.07856","title":"MaRS: A Fast Sampler for Mean Reverting Diffusion based on ODE and SDE Solvers","created":"2025-02-11","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":"2512.03979","title":"BlurDM: A Blur Diffusion Model for Image Deblurring","created":"2025-12-03","cited_by_count":5,"area":"diffusion"},{"id":"2606.01048","title":"Decoupled Residual Denoising Diffusion Models for Unified and Data Efficient Image-to-Image Translation","created":"2026-05-31","cited_by_count":5,"area":"diffusion"},{"id":"2408.11287","title":"Taming Generative Diffusion Prior for Universal Blind Image Restoration","created":"2024-08-21","cited_by_count":4,"area":"diffusion"},{"id":"2507.23685","title":"UniLDiff: Unlocking the Power of Diffusion Priors for All-in-One Image Restoration","created":"2025-07-31","cited_by_count":4,"area":"diffusion"},{"id":"2510.01641","title":"FideDiff: Efficient Diffusion Model for High-Fidelity Image Motion Deblurring","created":"2025-10-02","cited_by_count":4,"area":"diffusion"},{"id":"2601.20306","title":"TPGDiff: Hierarchical Triple-Prior Guided Diffusion for Image Restoration","created":"2026-01-28","cited_by_count":4,"area":"diffusion"},{"id":"2401.05907","title":"Efficient Image Deblurring Networks based on Diffusion Models","created":"2024-01-11","cited_by_count":3,"area":"diffusion"},{"id":"2505.08235","title":"EventDiff: A Unified and Efficient Diffusion Model Framework for Event-based Video Frame Interpolation","created":"2025-05-13","cited_by_count":3,"area":"diffusion"},{"id":"2506.21722","title":"Elucidating and Endowing the Diffusion Training Paradigm for General Image Restoration","created":"2025-06-26","cited_by_count":3,"area":"diffusion"},{"id":"2308.08730","title":"Learning A Coarse-to-Fine Diffusion Transformer for Image Restoration","created":"2023-08-17","cited_by_count":2,"area":"diffusion"},{"id":"2402.05350","title":"Descanning: From Scanned to the Original Images with a Color Correction Diffusion Model","created":"2024-02-08","cited_by_count":2,"area":"diffusion"},{"id":"2411.05993","title":"A Modular Conditional Diffusion Framework for Image Reconstruction","created":"2024-11-08","cited_by_count":2,"area":"diffusion"},{"id":"2504.09069","title":"UniFlowRestore: A General Video Restoration Framework via Flow Matching and Prompt Guidance","created":"2025-04-12","cited_by_count":2,"area":"diffusion"},{"id":"2504.12222","title":"Coding-Prior Guided Diffusion Network for Video Deblurring","created":"2025-04-16","cited_by_count":2,"area":"diffusion"},{"id":"2507.13599","title":"Learning Deblurring Texture Prior from Unpaired Data with Diffusion Model","created":"2025-07-18","cited_by_count":2,"area":"diffusion"},{"id":"2509.06904","title":"BIR-Adapter: A parameter-efficient diffusion adapter for blind image restoration","created":"2025-09-08","cited_by_count":2,"area":"diffusion"},{"id":"2510.01339","title":"LVTINO: LAtent Video consisTency INverse sOlver for High Definition Video Restoration","created":"2025-10-01","cited_by_count":2,"area":"diffusion"},{"id":"2511.01645","title":"Enhancing Diffusion-based Restoration Models via Difficulty-Adaptive Reinforcement Learning with IQA Reward","created":"2025-11-03","cited_by_count":2,"area":"diffusion"},{"id":"2601.09823","title":"NanoSD: Edge Efficient Foundation Model for Real Time Image Restoration","created":"2026-01-14","cited_by_count":2,"area":"diffusion"},{"id":"2412.09324","title":"Are Conditional Latent Diffusion Models Effective for Image Restoration?","created":"2024-12-12","cited_by_count":1,"area":"diffusion"},{"id":"2412.12550","title":"Consistent Diffusion: Denoising Diffusion Model with Data-Consistent Training for Image Restoration","created":"2024-12-17","cited_by_count":1,"area":"diffusion"},{"id":"2501.12604","title":"Image Motion Blur Removal in the Temporal Dimension with Video Diffusion Models","created":"2025-01-22","cited_by_count":1,"area":"diffusion"},{"id":"2503.24357","title":"InstructRestore: Region-Customized Image Restoration with Human Instructions","created":"2025-03-31","cited_by_count":1,"area":"diffusion"},{"id":"2505.07866","title":"Computationally Efficient Diffusion Models in Medical Imaging: A Comprehensive Review","created":"2025-05-09","cited_by_count":1,"area":"diffusion"},{"id":"2512.17323","title":"DESSERT: Diffusion-based Event-driven Single-frame Synthesis via Residual Training","created":"2025-12-19","cited_by_count":1,"area":"diffusion"},{"id":"2601.20308","title":"Taming Real-World Space-Time Video Super-Resolution with One-Step Diffusion","created":"2026-01-28","cited_by_count":1,"area":"diffusion"},{"id":"2407.09768","title":"Prototype Clustered Diffusion Models for Versatile Inverse Problems","created":"2024-07-13","cited_by_count":0,"area":"diffusion"},{"id":"2503.09746","title":"Solving Bayesian inverse problems with diffusion priors and off-policy RL","created":"2025-03-12","cited_by_count":0,"area":"diffusion"},{"id":"2506.02633","title":"ControlMambaIR: Conditional Controls with State-Space Model for Image Restoration","created":"2025-06-03","cited_by_count":0,"area":"diffusion"},{"id":"2506.13391","title":"Zero-Shot Solving of Imaging Inverse Problems via Noise-Refined Likelihood Guided Diffusion Models","created":"2025-06-16","cited_by_count":0,"area":"diffusion"},{"id":"2508.03373","title":"Diffusion Once and Done: Degradation-Aware LoRA for Efficient All-in-One Image Restoration","created":"2025-08-05","cited_by_count":0,"area":"diffusion"},{"id":"2510.17105","title":"Boosting Fidelity for Pre-Trained-Diffusion-Based Low-Light Image Enhancement via Condition Refinement","created":"2025-10-20","cited_by_count":0,"area":"diffusion"},{"id":"2510.26173","title":"MoTDiff: High-resolution Motion Trajectory estimation from a single blurred image using Diffusion models","created":"2025-10-30","cited_by_count":0,"area":"diffusion"},{"id":"2511.18152","title":"UnfoldLDM: Degradation-Aware Unfolding with Iterative Latent Diffusion Priors for Blind Image Restoration","created":"2025-11-22","cited_by_count":0,"area":"diffusion"},{"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":"2603.20186","title":"Improving Image-to-Image Translation via a Rectified Flow Reformulation","created":"2026-03-20","cited_by_count":0,"area":"diffusion"},{"id":"2604.04924","title":"Your Pre-trained Diffusion Model Secretly Knows Restoration","created":"2026-04-06","cited_by_count":0,"area":"diffusion"},{"id":"2604.19680","title":"IR-Flow: Bridging Discriminative and Generative Image Restoration via Rectified Flow","created":"2026-04-21","cited_by_count":0,"area":"diffusion"},{"id":"2605.20624","title":"Accelerating Video Inverse Problem Solvers with Autoregressive Diffusion Models","created":"2026-05-20","cited_by_count":0,"area":"diffusion"},{"id":"2605.21381","title":"Disentangling Generation and Regression in Stochastic Interpolants for Controllable Image Restoration","created":"2026-05-20","cited_by_count":0,"area":"diffusion"},{"id":"2606.01315","title":"DeblurNVS: Geometric Latent Diffusion for Novel View Synthesis from Sparse Motion-Blurred Images","created":"2026-05-31","cited_by_count":0,"area":"diffusion"},{"id":"2606.06278","title":"Geodesic Flow Matching on a Riemannian Degradation Manifold for Blind Image Restoration","created":"2026-06-04","cited_by_count":0,"area":"diffusion"},{"id":"2607.20628","title":"RealVDeblur: One-Step Diffusion for Generalizable Real-World Video Deblurring","created":"2026-07-22","cited_by_count":0,"area":"diffusion"},{"id":"2607.25390","title":"Noise-Free One-Step LoRA for Task-Driven Image Restoration with Diffusion Priors","created":"2026-07-28","cited_by_count":0,"area":"diffusion"},{"id":"2609.01123","title":"P-PatchDiff: Progressive Patch Diffusion Models for Low-light Image Enhancement","created":"2026-09-01","cited_by_count":0,"area":"diffusion"},{"id":"2610.03942","title":"Dynamic Time Step Prediction in Inverse Heat Dissipation for Blur-Like Image Restoration Tasks","created":"2026-10-02","cited_by_count":0,"area":"diffusion"}],"next_cursor":null}