Cover Image

Acquire and then Adapt: Squeezing out Text-to-Image Model for Image Restoration

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Deng, Junyuan, Wu, Xinyi, Yang, Yongxing, Zhu, Congchao, Wang, Song, Wu, Zhenyao
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Are Conditional Latent Diffusion Models Effective for Image Restoration?
by: Yuan, Yunchen, et al.
Published: (2024)

Restoring Initial Noise Sensitivity in Text-to-Image Distillation via Geometric Alignment
by: Huang, Huayang, et al.
Published: (2026)

Streamline Without Sacrifice -- Squeeze out Computation Redundancy in LMM
by: Wu, Penghao, et al.
Published: (2025)

Restore Text First, Enhance Image Later: Two-Stage Scene Text Image Super-Resolution with Glyph Structure Guidance
by: Luo, Minxing, et al.
Published: (2025)

Diffusion Restoration Adapter for Real-World Image Restoration
by: Liang, Hanbang, et al.
Published: (2025)

TurboFill: Adapting Few-step Text-to-image Model for Fast Image Inpainting
by: Xie, Liangbin, et al.
Published: (2025)

Gradient as Conditions: Rethinking HOG for All-in-one Image Restoration
by: Wu, Jiawei, et al.
Published: (2025)

Restore Anything with Masks: Leveraging Mask Image Modeling for Blind All-in-One Image Restoration
by: Qin, Chu-Jie, et al.
Published: (2024)

How to Continually Adapt Text-to-Image Diffusion Models for Flexible Customization?
by: Dong, Jiahua, et al.
Published: (2024)

Multi-Scale Representation Learning for Image Restoration with State-Space Model
by: He, Yuhong, et al.
Published: (2024)

Equivariant Sampling for Improving Diffusion Model-based Image Restoration
by: Wu, Chenxu, et al.
Published: (2025)

TextRegion: Text-Aligned Region Tokens from Frozen Image-Text Models
by: Xiao, Yao, et al.
Published: (2025)

A Preliminary Study on GPT-Image Generation Model for Image Restoration
by: Yang, Hao, et al.
Published: (2025)

360Recon: An Accurate Reconstruction Method Based on Depth Fusion from 360 Images
by: Yan, Zhongmiao, et al.
Published: (2024)

Selective Hourglass Mapping for Universal Image Restoration Based on Diffusion Model
by: Zheng, Dian, et al.
Published: (2024)

Task-Guided Prompting for Unified Remote Sensing Image Restoration
by: Huang, Wenli, et al.
Published: (2026)

CU-Mamba: Selective State Space Models with Channel Learning for Image Restoration
by: Deng, Rui, et al.
Published: (2024)

FlowInOne:Unifying Multimodal Generation as Image-in, Image-out Flow Matching
by: Yi, Junchao, et al.
Published: (2026)

When To Adapt? Adapting the Model or Data in Federated Medical Imaging
by: Shiranthika, Chamani, et al.
Published: (2026)

Bridge the Gap between SNN and ANN for Image Restoration
by: Su, Xin, et al.
Published: (2025)

Adapting Foundation Models for Few-Shot Medical Image Segmentation: Actively and Sequentially
by: Yang, Jingyun, et al.
Published: (2025)

Vision-Language Model Guided Image Restoration
by: Yang, Cuixin, et al.
Published: (2025)

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration
by: Sun, Haoze, et al.
Published: (2024)

TAI++: Text as Image for Multi-Label Image Classification by Co-Learning Transferable Prompt
by: Wu, Xiangyu, et al.
Published: (2024)

Adapting Segment Anything Model for Change Detection in HR Remote Sensing Images
by: Ding, Lei, et al.
Published: (2023)

Correlation Matching Transformation Transformers for UHD Image Restoration
by: Wang, Cong, et al.
Published: (2024)

Progressive Split Mamba: Effective State Space Modelling for Image Restoration
by: Hassanin, Mohammed, et al.
Published: (2026)

MixNet: Efficient Global Modeling for Ultra-High-Definition Image Restoration
by: Wu, Chen, et al.
Published: (2024)

Learning from History: Task-agnostic Model Contrastive Learning for Image Restoration
by: Wu, Gang, et al.
Published: (2023)

Origin Identification for Text-Guided Image-to-Image Diffusion Models
by: Wang, Wenhao, et al.
Published: (2025)

SketchTriplet: Self-Supervised Scenarized Sketch-Text-Image Triplet Generation
by: Wu, Zhenbei, et al.
Published: (2024)

RealRestorer: Towards Generalizable Real-World Image Restoration with Large-Scale Image Editing Models
by: Yang, Yufeng, et al.
Published: (2026)

Residual Diffusion Bridge Model for Image Restoration
by: Wang, Hebaixu, et al.
Published: (2025)

Distribution-aware Dataset Distillation for Efficient Image Restoration
by: Zheng, Zhuoran, et al.
Published: (2025)

Degradation Frequency Curve: An Explicit Frequency-Quantified Representation for All-in-One Image Restoration
by: Huang, Xinghua, et al.
Published: (2026)

Dynamic Degradation Decomposition Network for All-in-One Image Restoration
by: Wang, Huiqiang, et al.
Published: (2025)

Medical SAM Adapter: Adapting Segment Anything Model for Medical Image Segmentation
by: Wu, Junde, et al.
Published: (2023)

TSFormer: A Robust Framework for Efficient UHD Image Restoration
by: Su, Xin, et al.
Published: (2024)

Language-Image Alignment with Fixed Text Encoders
by: Yang, Jingfeng, et al.
Published: (2025)

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