Cover Image

UnfoldLDM: Degradation-Aware Unfolding with Iterative Latent Diffusion Priors for Blind Image Restoration

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	He, Chunming, Zhang, Rihan, Chen, Zheng, Yang, Bowen, Fang, Chengyu, Lin, Yunlong, Zhang, Yulun, Xiao, Fengyang, Farsiu, Sina
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

UnfoldIR: Rethinking Deep Unfolding Network in Illumination Degradation Image Restoration
by: He, Chunming, et al.
Published: (2025)

Reversible Unfolding Network for Concealed Visual Perception with Generative Refinement
by: He, Chunming, et al.
Published: (2025)

RUN: Reversible Unfolding Network for Concealed Object Segmentation
by: He, Chunming, et al.
Published: (2025)

Nested Unfolding Network for Real-World Concealed Object Segmentation
by: He, Chunming, et al.
Published: (2025)

Reti-Diff: Illumination Degradation Image Restoration with Retinex-based Latent Diffusion Model
by: He, Chunming, et al.
Published: (2023)

Beyond Ground-Truth: Leveraging Image Quality Priors for Real-World Image Restoration
by: Xiao, Fengyang, et al.
Published: (2026)

Real-world Image Dehazing with Coherence-based Pseudo Labeling and Cooperative Unfolding Network
by: Fang, Chengyu, et al.
Published: (2024)

IQPFR: An Image Quality Prior for Blind Face Restoration and Beyond
by: Hu, Peng, et al.
Published: (2025)

RIDE: Retinex-Informed Decoupling for Exposing Concealed Objects
by: He, Chunming, et al.
Published: (2026)

Refining Context-Entangled Content Segmentation via Curriculum Selection and Anti-Curriculum Promotion
by: He, Chunming, et al.
Published: (2026)

QualiTeacher: Quality-Conditioned Pseudo-Labeling for Real-World Image Restoration
by: Xiao, Fengyang, et al.
Published: (2026)

Latent Diffusion Prior Enhanced Deep Unfolding for Snapshot Spectral Compressive Imaging
by: Wu, Zongliang, et al.
Published: (2023)

Flow-Matching Guided Deep Unfolding for Hyperspectral Image Reconstruction
by: Ai, Yi, et al.
Published: (2025)

Diffusion Models in Low-Level Vision: A Survey
by: He, Chunming, et al.
Published: (2024)

Deep LoRA-Unfolding Networks for Image Restoration
by: Wang, Xiangming, et al.
Published: (2026)

Physically Interpretable Multi-Degradation Image Restoration via Deep Unfolding and Explainable Convolution
by: Gao, Hu, et al.
Published: (2025)

SCALER: SAM-Enhanced Collaborative Learning for Label-Deficient Concealed Object Segmentation
by: He, Chunming, et al.
Published: (2025)

Detail Matters: Mamba-Inspired Joint Unfolding Network for Snapshot Spectral Compressive Imaging
by: Qin, Mengjie, et al.
Published: (2025)

Segment Concealed Objects with Incomplete Supervision
by: He, Chunming, et al.
Published: (2025)

Towards Unsupervised Blind Face Restoration using Diffusion Prior
by: Kuai, Tianshu, et al.
Published: (2024)

Unfolding without Iterations, Adversaries, or Surrogates
by: Ore, Ayodele, et al.
Published: (2026)

DVFace: Spatio-Temporal Dual-Prior Diffusion for Video Face Restoration
by: Chen, Zheng, et al.
Published: (2026)

Dual Degradation-Inspired Deep Unfolding Network for Low-Light Image Enhancement
by: Wang, Huake, et al.
Published: (2023)

Degradation-Aware All-in-One Image Restoration via Latent Prior Encoding
by: Sharif, S M A, et al.
Published: (2025)

ReF-LDM: A Latent Diffusion Model for Reference-based Face Image Restoration
by: Hsiao, Chi-Wei, et al.
Published: (2024)

Simulation-Prior Independent Neural Unfolding Procedure
by: Butter, Anja, et al.
Published: (2025)

Unfolding Iterators: Specification and Verification of Higher-Order Iterators, in OCaml
by: Chirica, Ion, et al.
Published: (2025)

Rotation Equivariant Proximal Operator for Deep Unfolding Methods in Image Restoration
by: Fu, Jiahong, et al.
Published: (2023)

Using Powerful Prior Knowledge of Diffusion Model in Deep Unfolding Networks for Image Compressive Sensing
by: Liao, Chen, et al.
Published: (2025)

TextLDM: Language Modeling with Continuous Latent Diffusion
by: Jiang, Jiaxiu, et al.
Published: (2026)

Uncertainty-Masked Bernoulli Diffusion for Camouflaged Object Detection Refinement
by: Shen, Yuqi, et al.
Published: (2025)

Vision-Language Controlled Deep Unfolding for Joint Medical Image Restoration and Segmentation
by: Chen, Ping, et al.
Published: (2026)

Frequency-Aware Guidance for Blind Image Restoration via Diffusion Models
by: Xiao, Jun, et al.
Published: (2024)

Full Event Particle-Level Unfolding with Variable-Length Latent Variational Diffusion
by: Shmakov, Alexander, et al.
Published: (2024)

Taming Generative Diffusion Prior for Universal Blind Image Restoration
by: Tu, Siwei, et al.
Published: (2024)

PRISM: Prior Rectification and Uncertainty-Aware Structure Modeling for Diffusion-Based Text Image Super-Resolution
by: Xu, Zihang, et al.
Published: (2026)

Moment Unfolding
by: Desai, Krish, et al.
Published: (2024)

SAT-LDM: Provably Generalizable Image Watermarking for Latent Diffusion Models with Self-Augmented Training
by: Zhang, Lu, et al.
Published: (2024)

Efficient Degradation-aware Any Image Restoration
by: Zamfir, Eduard, et al.
Published: (2024)

Deep Unfolding with Kernel-based Quantization in MIMO Detection
by: Ren, Zeyi, et al.
Published: (2025)