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OneRestore: A Universal Restoration Framework for Composite Degradation

v1v2v3v4 (latest)

OneRestore: A Universal Restoration Framework for Composite Degradation

5 July 2024

Yuan Gao

ArXiv (abs)PDF HTML HuggingFace (1 upvotes)Github (241★)

Papers citing "OneRestore: A Universal Restoration Framework for Composite Degradation"

24 / 24 papers shown

Test-Time Preference Optimization for Image Restoration

Test-Time Preference Optimization for Image Restoration

201

1

0

24 Nov 2025

Real-World Adverse Weather Image Restoration via Dual-Level Reinforcement Learning with High-Quality Cold Start

Real-World Adverse Weather Image Restoration via Dual-Level Reinforcement Learning with High-Quality Cold Start

169

1

0

07 Nov 2025

Diffusion Models for Low-Light Image Enhancement: A Multi-Perspective Taxonomy and Performance Analysis

Diffusion Models for Low-Light Image Enhancement: A Multi-Perspective Taxonomy and Performance Analysis

Eashan Adhikarla

Brian D. Davison

306

1

0

07 Oct 2025

VISION: Prompting Ocean Vertical Velocity Reconstruction from Incomplete Observations

VISION: Prompting Ocean Vertical Velocity Reconstruction from Incomplete Observations

287

0

0

25 Sep 2025

Degradation-Aware All-in-One Image Restoration via Latent Prior Encoding

Degradation-Aware All-in-One Image Restoration via Latent Prior Encoding

Fayaz Ali Dharejo

210

0

0

22 Sep 2025

RAM++: Robust Representation Learning via Adaptive Mask for All-in-One Image Restoration

RAM++: Robust Representation Learning via Adaptive Mask for All-in-One Image Restoration

Ming-Ming Cheng

249

1

0

15 Sep 2025

UniLDiff: Unlocking the Power of Diffusion Priors for All-in-One Image Restoration

UniLDiff: Unlocking the Power of Diffusion Priors for All-in-One Image Restoration

224

0

0

31 Jul 2025

NWaaS: Nonintrusive Watermarking as a Service for X-to-Image DNN

NWaaS: Nonintrusive Watermarking as a Service for X-to-Image DNN

Susanto Rahardja

238

0

0

24 Jul 2025

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration

Visual-Instructed Degradation Diffusion for All-in-One Image RestorationComputer Vision and Pattern Recognition (CVPR), 2025

309

13

0

20 Jun 2025

Boosting All-in-One Image Restoration via Self-Improved Privilege Learning

Boosting All-in-One Image Restoration via Self-Improved Privilege Learning

264

2

0

30 May 2025

Instruct2See: Learning to Remove Any Obstructions Across Distributions

Instruct2See: Learning to Remove Any Obstructions Across Distributions

436

2

0

23 May 2025

Clear Nights Ahead: Towards Multi-Weather Nighttime Image Restoration

Clear Nights Ahead: Towards Multi-Weather Nighttime Image Restoration

379

4

0

22 May 2025

DPMambaIR: All-in-One Image Restoration via Degradation-Aware Prompt State Space Model

DPMambaIR: All-in-One Image Restoration via Degradation-Aware Prompt State Space Model

574

3

0

24 Apr 2025

An Efficient and Mixed Heterogeneous Model for Image Restoration

An Efficient and Mixed Heterogeneous Model for Image Restoration

464

2

0

15 Apr 2025

Beyond Degradation Redundancy: Contrastive Prompt Learning for All-in-One Image Restoration

Beyond Degradation Redundancy: Contrastive Prompt Learning for All-in-One Image Restoration

720

4

0

14 Apr 2025

VL-UR: Vision-Language-guided Universal Restoration of Images Degraded by Adverse Weather Conditions

VL-UR: Vision-Language-guided Universal Restoration of Images Degraded by Adverse Weather Conditions

385

1

0

11 Apr 2025

Lumina-OmniLV: A Unified Multimodal Framework for General Low-Level Vision

Lumina-OmniLV: A Unified Multimodal Framework for General Low-Level Vision

395

11

0

07 Apr 2025

ControlFusion: A Controllable Image Fusion Framework with Language-Vision Degradation Prompts

ControlFusion: A Controllable Image Fusion Framework with Language-Vision Degradation Prompts

469

11

0

30 Mar 2025

MP-HSIR: A Multi-Prompt Framework for Universal Hyperspectral Image Restoration

MP-HSIR: A Multi-Prompt Framework for Universal Hyperspectral Image Restoration

448

6

0

12 Mar 2025

UniRestorer: Universal Image Restoration via Adaptively Estimating Image Degradation at Proper Granularity

UniRestorer: Universal Image Restoration via Adaptively Estimating Image Degradation at Proper Granularity

685

7

0

28 Dec 2024

Adaptive Blind All-in-One Image Restoration

Adaptive Blind All-in-One Image Restoration

David Serrano-Lozano

Javier Vázquez-Corral

613

4

0

27 Nov 2024

Complexity Experts are Task-Discriminative Learners for Any Image Restoration

Complexity Experts are Task-Discriminative Learners for Any Image RestorationComputer Vision and Pattern Recognition (CVPR), 2024

Danda Pani Paudel

1.2K

43

0

27 Nov 2024

A Survey on All-in-One Image Restoration: Taxonomy, Evaluation and Future Trends

A Survey on All-in-One Image Restoration: Taxonomy, Evaluation and Future TrendsIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2024

792

52

0

19 Oct 2024

Chain-of-Restoration: Multi-Task Image Restoration Models are Zero-Shot
Step-by-Step Universal Image Restorers

Chain-of-Restoration: Multi-Task Image Restoration Models are Zero-Shot Step-by-Step Universal Image Restorers

283

4

0

11 Oct 2024

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