Image de couverture de livre

Beyond Ground-Truth: Leveraging Image Quality Priors for Real-World Image Restoration

Fuente: arXiv

Enregistré dans:

Détails bibliographiques
Auteurs principaux:	Xiao, Fengyang, Hu, Peng, Xu, Lei, Guo, XingE, Qin, Guanyi, Shen, Yuqi, Fang, Chengyu, Zhang, Rihan, He, Chunming, Farsiu, Sina
Format:	Preprint
Publié:	2026
Sujets:	Computer Vision and Pattern Recognition
Accès en ligne:	Acceder al recurso
Tags:	Ajouter un tag Pas de tags, Soyez le premier à ajouter un tag!

Documents similaires

QualiTeacher: Quality-Conditioned Pseudo-Labeling for Real-World Image Restoration
par: Xiao, Fengyang, et autres
Publié: (2026)

UnfoldIR: Rethinking Deep Unfolding Network in Illumination Degradation Image Restoration
par: He, Chunming, et autres
Publié: (2025)

UnfoldLDM: Degradation-Aware Unfolding with Iterative Latent Diffusion Priors for Blind Image Restoration
par: He, Chunming, et autres
Publié: (2025)

IQPFR: An Image Quality Prior for Blind Face Restoration and Beyond
par: Hu, Peng, et autres
Publié: (2025)

Reversible Unfolding Network for Concealed Visual Perception with Generative Refinement
par: He, Chunming, et autres
Publié: (2025)

Nested Unfolding Network for Real-World Concealed Object Segmentation
par: He, Chunming, et autres
Publié: (2025)

RIDE: Retinex-Informed Decoupling for Exposing Concealed Objects
par: He, Chunming, et autres
Publié: (2026)

Refining Context-Entangled Content Segmentation via Curriculum Selection and Anti-Curriculum Promotion
par: He, Chunming, et autres
Publié: (2026)

RUN: Reversible Unfolding Network for Concealed Object Segmentation
par: He, Chunming, et autres
Publié: (2025)

Reti-Diff: Illumination Degradation Image Restoration with Retinex-based Latent Diffusion Model
par: He, Chunming, et autres
Publié: (2023)

GGT-100K: Generative Ground Truth for Generalizable Real-World Image Restoration
par: Kong, Xiangtao, et autres
Publié: (2026)

Beyond the Ground Truth: Enhanced Supervision for Image Restoration
par: Ryou, Donghun, et autres
Publié: (2025)

A Survey of Camouflaged Object Detection and Beyond
par: Xiao, Fengyang, et autres
Publié: (2024)

Real-world Image Dehazing with Coherence-based Pseudo Labeling and Cooperative Unfolding Network
par: Fang, Chengyu, et autres
Publié: (2024)

SCALER: SAM-Enhanced Collaborative Learning for Label-Deficient Concealed Object Segmentation
par: He, Chunming, et autres
Publié: (2025)

Uncertainty-Masked Bernoulli Diffusion for Camouflaged Object Detection Refinement
par: Shen, Yuqi, et autres
Publié: (2025)

RealRestorer: Towards Generalizable Real-World Image Restoration with Large-Scale Image Editing Models
par: Yang, Yufeng, et autres
Publié: (2026)

Diffusion Models in Low-Level Vision: A Survey
par: He, Chunming, et autres
Publié: (2024)

PRIMA: Pre-training with Risk-integrated Image-Metadata Alignment for Medical Diagnosis via LLM
par: Wang, Yiqing, et autres
Publié: (2026)

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration
par: Sun, Haoze, et autres
Publié: (2024)

RobustSCI: Beyond Reconstruction to Restoration for Snapshot Compressive Imaging under Real-World Degradations
par: Wang, Hao, et autres
Publié: (2026)

Diffusion Restoration Adapter for Real-World Image Restoration
par: Liang, Hanbang, et autres
Publié: (2025)

Segment Concealed Objects with Incomplete Supervision
par: He, Chunming, et autres
Publié: (2025)

Spatial Coherence Loss: All Objects Matter in Salient and Camouflaged Object Detection
par: Yang, Ziyun, et autres
Publié: (2024)

Restoring Real-World Images with an Internal Detail Enhancement Diffusion Model
par: Xiao, Peng, et autres
Publié: (2025)

Distinctive Image Captioning: Leveraging Ground Truth Captions in CLIP Guided Reinforcement Learning
par: Chaffin, Antoine, et autres
Publié: (2024)

Restoring Real-World Degraded Events Improves Deblurring Quality
par: Shen, Yeqing, et autres
Publié: (2024)

Restore Anything with Masks: Leveraging Mask Image Modeling for Blind All-in-One Image Restoration
par: Qin, Chu-Jie, et autres
Publié: (2024)

Exploiting Diffusion Prior for Real-World Image Dehazing with Unpaired Training
par: Lan, Yunwei, et autres
Publié: (2025)

Stochastic Deep Restoration Priors for Imaging Inverse Problems
par: Hu, Yuyang, et autres
Publié: (2024)

Exploring Fourier Prior and Event Collaboration for Low-Light Image Enhancement
par: She, Chunyan, et autres
Publié: (2025)

GameIR: A Large-Scale Synthesized Ground-Truth Dataset for Image Restoration over Gaming Content
par: Zhou, Lebin, et autres
Publié: (2024)

DR.Experts: Differential Refinement of Distortion-Aware Experts for Blind Image Quality Assessment
par: Fu, Bohan, et autres
Publié: (2026)

Proxies for Distortion and Consistency with Applications for Real-World Image Restoration
par: Man, Sean, et autres
Publié: (2025)

Perceive, Understand and Restore: Real-World Image Super-Resolution with Autoregressive Multimodal Generative Models
par: Wei, Hongyang, et autres
Publié: (2025)

Exploiting Diffusion Prior for Real-World Image Super-Resolution
par: Wang, Jianyi, et autres
Publié: (2023)

UGPNet: Universal Generative Prior for Image Restoration
par: Lee, Hwayoon, et autres
Publié: (2023)

Boosting Medical Visual Understanding From Multi-Granular Language Learning
par: Li, Zihan, et autres
Publié: (2025)

Adversarial Robustness of AI-Generated Image Detectors in the Real World
par: Mavali, Sina, et autres
Publié: (2024)

FRAMER: Frequency-Aligned Self-Distillation with Adaptive Modulation Leveraging Diffusion Priors for Real-World Image Super-Resolution
par: Choi, Seungho, et autres
Publié: (2025)