图像生成

Accelerating Text-to-Image Editing via Cache-Enabled Sparse Diffusion Inference

Zihao Yu, Haoyang Li, Fangcheng Fu, Xupeng Miao, Bin Cui

专题命中 图像编辑 ：text-to-image(title,abstract)；diffusion(title,abstract)；image editing(title,abstract)；image generation(abstract)

Comments AAAI 2024

Geometric Image Editing via Effects-Sensitive In-Context Inpainting with Diffusion Transformers

通过扩散变换器实现的基于效果敏感的上下文内修补图像编辑

Shuo Zhang, Wenzhuo Wu, Huayu Zhang, Jiarong Cheng, Xianghao Zang, Chao Ban, Hao Sun, Zhongjiang He, Tianwei Cao, Kongming Liang, Zhanyu Ma

机构 * PRIS, Beijing University of Posts and Telecommunications（北京邮电大学） ； Institute of Artificial Intelligence (TeleAI), China Telecom（中国电信人工智能研究院） ； Beijing Institute of Technology（北京理工大学） 纠错

专题命中 图像编辑 ：diffusion(title,abstract)；image editing(title,abstract)；inpainting(title)；分类 cs.CV

AI总结 GeoEdit通过扩散变换器实现基于效果敏感的上下文内修补，解决复杂场景中几何变换和光照阴影建模的问题，提升图像编辑的真实感和精度。

Exploring Low-Dimensional Subspaces in Diffusion Models for Controllable Image Editing

在扩散模型中探索低维子空间以实现可控图像编辑

Siyi Chen, Huijie Zhang, Minzhe Guo, Yifu Lu, Peng Wang, Qing Qu

专题命中 图像编辑 ：diffusion(title,abstract)；image editing(title,abstract)；image generation(abstract)；text-to-image(abstract)

AI总结 本文通过分析扩散模型中后验均值预测器的局部线性和Jacobian奇异向量的低维特性，提出无需训练的LOCO Edit方法，实现精准局部图像编辑，并扩展至文本监督下的图像编辑。

Comments NeurIPS 2024

Image Editing As Programs with Diffusion Models

Yujia Hu, Songhua Liu, Zhenxiong Tan, Xingyi Yang, Xinchao Wang

机构 * National University of Singapore（新加坡国立大学） 纠错

专题命中 图像编辑 ：diffusion(title,abstract)；image editing(title,abstract)；image generation(abstract)；text-to-image(abstract)

Image Inpainting Models are Effective Tools for Instruction-guided Image Editing

Xuan Ju, Junhao Zhuang, Zhaoyang Zhang, Yuxuan Bian, Qiang Xu, Ying Shan

专题命中 图像编辑 ：image editing(title,abstract)；inpainting(title,abstract)；image generation(abstract)；diffusion(abstract)

DiffEditor: Boosting Accuracy and Flexibility on Diffusion-based Image Editing

Chong Mou, Xintao Wang, Jiechong Song, Ying Shan, Jian Zhang

专题命中 图像编辑 ：diffusion(title,abstract)；image editing(title,abstract)；image generation(abstract)；text-to-image(abstract)

Eliminating Contextual Prior Bias for Semantic Image Editing via Dual-Cycle Diffusion

Zuopeng Yang, Tianshu Chu, Xin Lin, Erdun Gao, Daqing Liu, Jie Yang, Chaoyue Wang

专题命中 图像编辑 ：diffusion(title,abstract)；image editing(title,abstract)；image generation(abstract)；text-to-image(abstract)

Comments This paper has been accepted by the IEEE Transactions on Circuits and Systems for Video Technology (TCSVT)

DiffEdit: Diffusion-based semantic image editing with mask guidance

Guillaume Couairon, Jakob Verbeek, Holger Schwenk, Matthieu Cord

专题命中 图像编辑 ：diffusion(title,abstract)；image editing(title,abstract)；image generation(abstract)；inpainting(abstract)

Comments Preprint

EPEdit: Redefining Image Editing with Generative AI and User-Centric Design

EPEdit: 用生成式AI和以用户为中心的设计重新定义图像编辑

Hoang-Phuc Nguyen, Dinh-Khoi Vo, Trong-Le Do, Hai-Dang Nguyen, Tan-Cong Nguyen, Vinh-Tiep Nguyen, Tam V. Nguyen, Khanh-Duy Le, Minh-Triet Tran, Trung-Nghia Le

机构 * University of Science, VNU-HCM（越南胡志明市科学大学） ； Vietnam National University, Ho Chi Minh City（越南国家大学，胡志明市） ； University of Information Technology, VNU-HCM（越南胡志明市信息科技大学） ； University of Dayton（Dayton 大学） 纠错

专题命中 图像编辑 ：diffusion(summary_cn,abstract)；image editing(title,abstract)；image generation(abstract)；分类 cs.CV

AI总结 提出EPEdit应用，结合零样本Stable Diffusion模型和用户友好界面，支持多种图像编辑任务，无需微调，性能优于现有方案。

Comments SOICT 2024

Lazy Diffusion Transformer for Interactive Image Editing

Yotam Nitzan, Zongze Wu, Richard Zhang, Eli Shechtman, Daniel Cohen-Or, Taesung Park, Michaël Gharbi

专题命中 图像编辑 ：diffusion(title,abstract)；image editing(title,abstract)；inpainting(abstract)；分类 cs.CV、cs.GR

EditCrafter: Tuning-free High-Resolution Image Editing via Pretrained Diffusion Model

EditCrafter：基于预训练扩散模型的无调优高分辨率图像编辑

Kunho Kim, Sumin Seo, Yongjun Cho, Hyungjin Chung

机构 * NC AI ； Medipixel, Inc.（Medipixel公司） ； EverEx 纠错

专题命中 图像编辑 ：diffusion(title,abstract)；image editing(title,abstract)；text-to-image(abstract)；分类 cs.CV

AI总结 本文提出EditCrafter，利用预训练文本到图像扩散模型实现无需调优的高分辨率图像编辑，解决了传统方法在处理任意宽高比和高分辨率图像时的局限性。

Comments Accepted to CVPRW 2026 Proceeding Track. Project page: https://editcrafter.github.io/

Editing on the Generative Manifold: A Theoretical and Empirical Study of General Diffusion-Based Image Editing Trade-offs

生成流形上的编辑：通用扩散图像编辑权衡的理论与实证研究

Yi Hu, Leying Yi, Emily Davis, Finn Carter

专题命中 图像编辑 ：diffusion(title,abstract)；image editing(title,abstract)；inpainting(abstract)；分类 cs.MM

AI总结 本文理论与实证分析了通用扩散图像编辑，通过将编辑视为引导传输在学习图像流形上的过程，探讨了可控性、意图忠实度、语义一致性、局部性和感知质量等核心指标。

Comments preprint

GalaxyEdit: Large-Scale Image Editing Dataset with Enhanced Diffusion Adapter

GalaxyEdit: 大规模图像编辑数据集与增强扩散适配器

Aniruddha Bala, Rohan Jaiswal, Siddharth Roheda, Rohit Chowdhury, Loay Rashid

机构 * Samsung R&D Institute India（三星印度研发院） ； University of California, San Diego（加州大学圣地亚哥分校） 纠错

专题命中 图像编辑 ：image editing(title,abstract)；diffusion(title)；image generation(abstract)；text-to-image(abstract)

AI总结 GalaxyEdit通过自动化数据生成和增强ControlNet-xs，提升大规模图像编辑任务的性能与效率。

Comments 10 pages, 6 figures

DPDEdit: Detail-Preserved Diffusion Models for Multimodal Fashion Image Editing

Xiaolong Wang, Zhi-Qi Cheng, Jue Wang, Xiaojiang Peng

机构 * Shenzhen Technology University（深圳科技大学） ； University of Washington（华盛顿大学） ； Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences（深圳先进技术研究院，中国科学院） 纠错

专题命中 图像编辑 ：diffusion(title,abstract)；image editing(title,abstract)；image generation(abstract)；分类 cs.CV

Comments 13 pages,12 figures

Training-free Geometric Image Editing on Diffusion Models

Hanshen Zhu, Zhen Zhu, Kaile Zhang, Yiming Gong, Yuliang Liu, Xiang Bai

机构 * Huazhong University of Science and Technology（华中科技大学） ； University of Illinois at Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） 纠错

专题命中 图像编辑 ：diffusion(title,abstract)；image editing(title,abstract)；inpainting(abstract)；分类 cs.CV

Comments Accepted by ICCV2025

Free-Mask: A Novel Paradigm of Integration Between the Segmentation Diffusion Model and Image Editing

Bo Gao, Jianhui Wang, Xinyuan Song, Yangfan He, Fangxu Xing, Tianyu Shi

机构 * Sun Yat-sen University（中山大学） ； University of Electronic Science and Technology of China（电子科学与技术大学） ； Emory University（埃默里大学） ； University of Minnesota-Twin Cities（明尼苏达大学双城分校） ； Harvard Medical School（哈佛医学院） ； University of Toronto（多伦多大学） 纠错

专题命中 图像编辑 ：diffusion(title,abstract)；image editing(title,abstract)；text-to-image(abstract)；分类 cs.CV

Comments Accepted by ACM MM(2025)

Improving Diffusion-Based Image Editing Faithfulness via Guidance and Scheduling

Hansam Cho, Seoung Bum Kim

机构 * Korea University（韩国大学） 纠错

专题命中 图像编辑 ：diffusion(title,abstract)；image editing(title,abstract)；image synthesis(abstract)；分类 cs.CV

Comments preprint

Image Editing with Diffusion Models: A Survey

Jia Wang, Jie Hu, Xiaoqi Ma, Hanghang Ma, Xiaoming Wei, Enhua Wu

专题命中 图像编辑 ：diffusion(title,abstract)；image editing(title,abstract)；image generation(abstract)；分类 cs.GR

Textualize Visual Prompt for Image Editing via Diffusion Bridge

Pengcheng Xu, Qingnan Fan, Fei Kou, Shuai Qin, Hong Gu, Ruoyu Zhao, Charles Ling, Boyu Wang

专题命中 图像编辑 ：diffusion(title,abstract)；image editing(title,abstract)；text-to-image(abstract)；分类 cs.CV

Comments AAAI 2025

FramePainter: Endowing Interactive Image Editing with Video Diffusion Priors

Yabo Zhang, Xinpeng Zhou, Yihan Zeng, Hang Xu, Hui Li, Wangmeng Zuo

专题命中 图像编辑 ：diffusion(title,abstract)；image editing(title,abstract)；text-to-image(abstract)；分类 cs.CV

Comments Code: https://github.com/YBYBZhang/FramePainter

RadEdit: stress-testing biomedical vision models via diffusion image editing

Fernando Pérez-García, Sam Bond-Taylor, Pedro P. Sanchez, Boris van Breugel, Daniel C. Castro, Harshita Sharma, Valentina Salvatelli, Maria T. A. Wetscherek, Hannah Richardson, Matthew P. Lungren, Aditya Nori, Javier Alvarez-Valle, Ozan Oktay, Maximilian Ilse

专题命中 图像编辑 ：diffusion(title,abstract)；image editing(title,abstract)；text-to-image(abstract)；分类 cs.CV

Journal ref European Conference on Computer Vision (ECCV) 2024

ReEdit: Multimodal Exemplar-Based Image Editing with Diffusion Models

Ashutosh Srivastava, Tarun Ram Menta, Abhinav Java, Avadhoot Jadhav, Silky Singh, Surgan Jandial, Balaji Krishnamurthy

专题命中 图像编辑 ：diffusion(title,abstract)；image editing(title,abstract)；text-to-image(abstract)；分类 cs.CV

Comments First three authors contributed equally to this work

EditShield: Protecting Unauthorized Image Editing by Instruction-guided Diffusion Models

Ruoxi Chen, Haibo Jin, Yixin Liu, Jinyin Chen, Haohan Wang, Lichao Sun

专题命中 图像编辑 ：diffusion(title,abstract)；image editing(title)；text-to-image(abstract)；image synthesis(abstract)

Eta Inversion: Designing an Optimal Eta Function for Diffusion-based Real Image Editing

Wonjun Kang, Kevin Galim, Hyung Il Koo

专题命中 图像编辑 ：diffusion(title,abstract)；image editing(title,abstract)；image generation(abstract)；分类 cs.CV

Comments ECCV 2024. Code: https://github.com/furiosa-ai/eta-inversion

LEDITS++: Limitless Image Editing using Text-to-Image Models

Manuel Brack, Felix Friedrich, Katharina Kornmeier, Linoy Tsaban, Patrick Schramowski, Kristian Kersting, Apolinário Passos

专题命中 图像编辑 ：text-to-image(title,abstract)；image editing(title,abstract)；diffusion(abstract)；分类 cs.CV

Comments Proceedings of the 2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) The project page is available at https://leditsplusplus-project.static.hf.space

TiNO-Edit: Timestep and Noise Optimization for Robust Diffusion-Based Image Editing

Sherry X. Chen, Yaron Vaxman, Elad Ben Baruch, David Asulin, Aviad Moreshet, Kuo-Chin Lien, Misha Sra, Pradeep Sen

专题命中 图像编辑 ：diffusion(title,abstract)；image editing(title,abstract)；text-to-image(abstract)；分类 cs.CV

Comments Conference on Computer Vision and Pattern Recognition (CVPR) 2024

LayerDiffusion: Layered Controlled Image Editing with Diffusion Models

Pengzhi Li, QInxuan Huang, Yikang Ding, Zhiheng Li

专题命中 图像编辑 ：diffusion(title,abstract)；image editing(title,abstract)；text-to-image(abstract)；分类 cs.CV

Comments 17 pages, 14 figures

Journal ref SIGGRAPH ASIA 2023 (Conference Proceedings, Tech. Com). Project page: https://zrealli.github.io/layerdiffusion/

The Blessing of Randomness: SDE Beats ODE in General Diffusion-based Image Editing

Shen Nie, Hanzhong Allan Guo, Cheng Lu, Yuhao Zhou, Chenyu Zheng, Chongxuan Li

专题命中 图像编辑 ：diffusion(title,abstract)；image editing(title,abstract)；inpainting(abstract)；分类 cs.CV

Towards Efficient Diffusion-Based Image Editing with Instant Attention Masks

Siyu Zou, Jiji Tang, Yiyi Zhou, Jing He, Chaoyi Zhao, Rongsheng Zhang, Zhipeng Hu, Xiaoshuai Sun

专题命中 图像编辑 ：diffusion(title,abstract)；image editing(title,abstract)；text-to-image(abstract)；分类 cs.CV

Comments Accepted by AAAI2024

Custom-Edit: Text-Guided Image Editing with Customized Diffusion Models

Jooyoung Choi, Yunjey Choi, Yunji Kim, Junho Kim, Sungroh Yoon

专题命中 图像编辑 ：diffusion(title,abstract)；image editing(title,abstract)；text-to-image(abstract)；分类 cs.CV

Comments CVPR 2023 AI4CC Workshop