图像生成

SafeGuider: Robust and Practical Content Safety Control for Text-to-Image Models

Peigui Qi, Kunsheng Tang, Wenbo Zhou, Weiming Zhang, Nenghai Yu, Tianwei Zhang, Qing Guo, Jie Zhang

机构 * University of Science and Technology of China（中国科学技术大学） ； Nanyang Technological University（南洋理工大学） 纠错

专题命中 可控生成 ：text-to-image(title,abstract)；image generation(abstract)；diffusion(abstract)；分类 cs.CV

Comments Accepted by ACM CCS 2025, Code is available at [this https URL](https://github.com/pgqihere/safeguider)

UniAlignment: Semantic Alignment for Unified Image Generation, Understanding, Manipulation and Perception

Xinyang Song, Libin Wang, Weining Wang, Shaozhen Liu, Dandan Zheng, Jingdong Chen, Qi Li, Zhenan Sun

机构 * Ant Group（蚂蚁集团） 纠错

专题命中 可控生成 ：image generation(title,abstract)；text-to-image(abstract)；diffusion(abstract)；分类 cs.CV

Prompt-Softbox-Prompt: A Free-Text Embedding Control for Image Editing

Yitong Yang, Yinglin Wang, Tian Zhang, Jing Wang, Shuting He

机构 * Shanghai University of Finance and Economics（上海财经大学） ； School of Computing and Artificial Intelligence（计算机与人工智能学院） ； MoE Key Laboratory of Interdisciplinary Research of Computation and Economics（交叉计算与经济学联合实验室） 纠错

专题命中 可控生成 ：image editing(title,abstract)；image generation(abstract)；diffusion(abstract)；分类 cs.CV

Comments ACM MM 2025

LVLM-Composer's Explicit Planning for Image Generation

Spencer Ramsey, Jeffrey Lee, Amina Grant

机构 * Northern Caribbean University（北加勒比大学） 纠错

专题命中 可控生成 ：image generation(title,abstract)；text-to-image(abstract)；image synthesis(abstract)；分类 cs.CV

One Diffusion to Generate Them All

Duong H. Le, Tuan Pham, Sangho Lee, Christopher Clark, Aniruddha Kembhavi, Stephan Mandt, Ranjay Krishna, Jiasen Lu

机构 * Allen Institute for AI（人工智能研究所） ； University of California, Irvine（加州大学尔湾分校） ； University of Washington（华盛顿大学） 纠错

专题命中 可控生成 ：diffusion(title,abstract)；text-to-image(abstract)；image synthesis(abstract)；分类 cs.CV

Comments CVPR 2025; two first authors contribute equally

Diffusion Counterfactual Generation with Semantic Abduction

Rajat Rasal, Avinash Kori, Fabio De Sousa Ribeiro, Tian Xia, Ben Glocker

机构 * Department of Computing, Imperial College London, UK（计算系，伦敦帝国学院，英国） 纠错

专题命中 可控生成 ：diffusion(title,abstract)；image generation(abstract)；image editing(abstract)；分类 cs.CV

Comments Proceedings of the 42nd International Conference on Machine Learning, Vancouver, Canada

Journal ref PMLR 267, 2025

Create Anything Anywhere: Layout-Controllable Personalized Diffusion Model for Multiple Subjects

Wei Li, Hebei Li, Yansong Peng, Siying Wu, Yueyi Zhang, Xiaoyan Sun

机构 * MoE Key Laboratory of Brain-inspired Intelligent Perception and Cognition, University of Science and Technology of China（脑启发智能感知与认知大学科学与技术大学实验室） ； Institute of Artificial Intelligence, Hefei Comprehensive National Science Center（人工智能研究所） 纠错

专题命中 可控生成 ：diffusion(title,abstract)；image generation(abstract)；text-to-image(abstract)；分类 cs.CV

Comments ICME 2025

Lay-Your-Scene: Natural Scene Layout Generation with Diffusion Transformers

Divyansh Srivastava, Xiang Zhang, He Wen, Chenru Wen, Zhuowen Tu

机构 * UC San Diego（加州大学圣地亚哥分校） ； Tsingua University（清华大学） 纠错

专题命中 可控生成 ：diffusion(title,abstract)；image generation(abstract)；image editing(abstract)；分类 cs.CV

Training-Free Sketch-Guided Diffusion with Latent Optimization

Sandra Zhang Ding, Jiafeng Mao, Kiyoharu Aizawa

机构 * The University of Tokyo（东京大学） 纠错

专题命中 可控生成 ：diffusion(title,abstract)；image generation(abstract)；text-to-image(abstract)；分类 cs.CV

Comments 8 pages

CoProSketch: Controllable and Progressive Sketch Generation with Diffusion Model

Ruohao Zhan, Yijin Li, Yisheng He, Shuo Chen, Yichen Shen, Xinyu Chen, Zilong Dong, Zhaoyang Huang, Guofeng Zhang

专题命中 可控生成 ：diffusion(title,abstract)；image generation(abstract)；image editing(abstract)；分类 cs.CV

Comments 11 pages, 9 figures

KnobGen: Controlling the Sophistication of Artwork in Sketch-Based Diffusion Models

Pouyan Navard, Amin Karimi Monsefi, Mengxi Zhou, Wei-Lun Chao, Alper Yilmaz, Rajiv Ramnath

专题命中 可控生成 ：diffusion(title,abstract)；image generation(abstract)；text-to-image(abstract)；分类 cs.CV

Comments Accepted to CVPR 2025 Workshop on CVEU

Controllable Human Image Generation with Personalized Multi-Garments

Yisol Choi, Sangkyung Kwak, Sihyun Yu, Hyungwon Choi, Jinwoo Shin

专题命中 可控生成 ：image generation(title,abstract)；text-to-image(abstract)；diffusion(abstract)；分类 cs.CV

Comments CVPR 2025. Project page: https://omnious.github.io/BootComp

Enhancing Object Coherence in Layout-to-Image Synthesis

Yibin Wang, Changhai Zhou, Honghui Xu

专题命中 可控生成 ：image synthesis(title,abstract)；image generation(abstract)；diffusion(abstract)；分类 cs.CV

Comments Code: https://github.com/CodeGoat24/EOCNet

Safety Without Semantic Disruptions: Editing-free Safe Image Generation via Context-preserving Dual Latent Reconstruction

Jordan Vice, Naveed Akhtar, Mubarak Shah, Richard Hartley, Ajmal Mian

专题命中 可控生成 ：image generation(title,abstract)；text-to-image(abstract)；diffusion(abstract)；分类 cs.CV

Comments This research is supported by the NISDRG project #20100007, funded by the Australian Government

MS-Diffusion: Multi-subject Zero-shot Image Personalization with Layout Guidance

Xierui Wang, Siming Fu, Qihan Huang, Wanggui He, Hao Jiang

专题命中 可控生成 ：diffusion(title,abstract)；image generation(abstract)；text-to-image(abstract)；分类 cs.CV

CtrLoRA: An Extensible and Efficient Framework for Controllable Image Generation

Yifeng Xu, Zhenliang He, Shiguang Shan, Xilin Chen

专题命中 可控生成 ：image generation(title,abstract)；text-to-image(abstract)；diffusion(abstract)；分类 cs.CV

Comments ICLR 2025. Code: https://github.com/xyfJASON/ctrlora

Multimodal Representation Alignment for Image Generation: Text-Image Interleaved Control Is Easier Than You Think

Liang Chen, Shuai Bai, Wenhao Chai, Weichu Xie, Haozhe Zhao, Leon Vinci, Junyang Lin, Baobao Chang

专题命中 可控生成 ：image generation(title,abstract)；text-to-image(abstract)；diffusion(abstract)；分类 cs.CV

Comments 13 pages, 9 figures, codebase in https://github.com/chenllliang/DreamEngine

Test-time Controllable Image Generation by Explicit Spatial Constraint Enforcement

Z. Zhang, B. Liu, J. Bao, L. Chen, S. Zhu, J. Yu

专题命中 可控生成 ：image generation(title,abstract)；text-to-image(abstract)；diffusion(abstract)；分类 cs.CV

MUSES: 3D-Controllable Image Generation via Multi-Modal Agent Collaboration

Yanbo Ding, Shaobin Zhuang, Kunchang Li, Zhengrong Yue, Yu Qiao, Yali Wang

专题命中 可控生成 ：image generation(title,abstract)；text-to-image(abstract)；diffusion(abstract)；分类 cs.CV

Comments AAAI 2025

ContRail: A Framework for Realistic Railway Image Synthesis using ControlNet

Andrei-Robert Alexandrescu, Razvan-Gabriel Petec, Alexandru Manole, Laura-Silvia Diosan

专题命中 可控生成 ：image synthesis(title,abstract)；image generation(abstract)；diffusion(abstract)；分类 cs.CV

Comments 9 pages, 5 figures, 2 tables

Text Embedding is Not All You Need: Attention Control for Text-to-Image Semantic Alignment with Text Self-Attention Maps

Jeeyung Kim, Erfan Esmaeili, Qiang Qiu

专题命中 可控生成 ：text-to-image(title,abstract)；image generation(abstract)；diffusion(abstract)；分类 cs.CV

From Text to Pose to Image: Improving Diffusion Model Control and Quality

Clément Bonnet, Ariel N. Lee, Franck Wertel, Antoine Tamano, Tanguy Cizain, Pablo Ducru

专题命中 可控生成 ：diffusion(title,abstract)；image generation(abstract)；text-to-image(abstract)；分类 cs.CV

Comments Published at the NeurIPS 2024 Workshop on Compositional Learning: Perspectives, Methods, and Paths Forward

OmniBooth: Learning Latent Control for Image Synthesis with Multi-modal Instruction

Leheng Li, Weichao Qiu, Xu Yan, Jing He, Kaiqiang Zhou, Yingjie Cai, Qing Lian, Bingbing Liu, Ying-Cong Chen

专题命中 可控生成 ：image synthesis(title,abstract)；image generation(abstract)；text-to-image(abstract)；分类 cs.CV

E-Commerce Inpainting with Mask Guidance in Controlnet for Reducing Overcompletion

Guandong Li

专题命中 可控生成 ：inpainting(title,abstract)；image generation(abstract)；diffusion(abstract)；分类 cs.CV

SpotActor: Training-Free Layout-Controlled Consistent Image Generation

Jiahao Wang, Caixia Yan, Weizhan Zhang, Haonan Lin, Mengmeng Wang, Guang Dai, Tieliang Gong, Hao Sun, Jingdong Wang

专题命中 可控生成 ：image generation(title,abstract)；text-to-image(abstract)；diffusion(abstract)；分类 cs.CV

Viewpoint Textual Inversion: Discovering Scene Representations and 3D View Control in 2D Diffusion Models

James Burgess, Kuan-Chieh Wang, Serena Yeung-Levy

专题命中 可控生成 ：diffusion(title,abstract)；image generation(abstract)；text-to-image(abstract)；分类 cs.CV

Comments ECCV 2024 (European Conference on Computer Vision). Project page: https://jmhb0.github.io/view_neti/

Training-free Composite Scene Generation for Layout-to-Image Synthesis

Jiaqi Liu, Tao Huang, Chang Xu

专题命中 可控生成 ：image synthesis(title)；image generation(abstract)；text-to-image(abstract)；diffusion(abstract)

Comments ECCV 2024

Disrupting Diffusion-based Inpainters with Semantic Digression

Geonho Son, Juhun Lee, Simon S. Woo

专题命中 可控生成 ：diffusion(title,abstract)；text-to-image(abstract)；inpainting(abstract)；分类 cs.CV

Comments 16 pages, 13 figures, IJCAI 2024

Label-free Neural Semantic Image Synthesis

Jiayi Wang, Kevin Alexander Laube, Yumeng Li, Jan Hendrik Metzen, Shin-I Cheng, Julio Borges, Anna Khoreva

专题命中 可控生成 ：image synthesis(title,abstract)；text-to-image(abstract)；diffusion(abstract)；分类 cs.CV

VirtualModel: Generating Object-ID-retentive Human-object Interaction Image by Diffusion Model for E-commerce Marketing

Binghui Chen, Chongyang Zhong, Wangmeng Xiang, Yifeng Geng, Xuansong Xie

专题命中 可控生成 ：diffusion(title,abstract)；image generation(abstract)；text-to-image(abstract)；分类 cs.CV

Comments project page: https://aigcdesigngroup.github.io/replace-anything;