图像生成

BEV-VAE: Multi-view Image Generation with Spatial Consistency for Autonomous Driving

Zeming Chen, Hang Zhao

机构 * Shanghai Qi Zhi Institute（上海启智研究所） ； IIIS, Tsinghua University（清华大学智能工程研究所） 纠错

专题命中 个性化与一致性 ：image generation(title,abstract)；diffusion(abstract)；分类 cs.CV

PatchDPO: Patch-level DPO for Finetuning-free Personalized Image Generation

Qihan Huang, Weilong Dai, Jinlong Liu, Wanggui He, Hao Jiang, Mingli Song, Jie Song

机构 * Zhejiang University（浙江大学） ； Alibaba Group（阿里巴巴集团） 纠错

专题命中 个性化与一致性 ：image generation(title,abstract)；personalized generation(abstract)；分类 cs.CV

FastFace: Tuning Identity Preservation in Distilled Diffusion via Guidance and Attention

Sergey Karpukhin, Vadim Titov, Andrey Kuznetsov, Aibek Alanov

机构 * Skoltech（斯克里普金技术学院） ； AIRI（人工智能研究所） ； Sber（俄罗斯储蓄银行） ； Innopolis（因诺波利斯） ； HSE University（俄罗斯高等经济大学） ； Skolkovo Institute of Science and Technology（斯克里普金科学与技术研究所） 纠错

专题命中 个性化与一致性 ：diffusion(title,abstract)；personalized generation(abstract)；分类 cs.CV

Comments code available at https://github.com/ControlGenAI/FastFace

DreamBoothDPO: Improving Personalized Generation using Direct Preference Optimization

Shamil Ayupov, Maksim Nakhodnov, Anastasia Yaschenko, Andrey Kuznetsov, Aibek Alanov

机构 * HSE University（俄罗斯高等经济大学） ； AIRI ； Sber AI ； Sber ； Innopolis 纠错

专题命中 个性化与一致性 ：personalized generation(title)；text-to-image(abstract)；diffusion(abstract)；分类 cs.CV

Comments The first two authors contributed equally. The source code can be found at https://github.com/ControlGenAI/DreamBoothDPO

IP-Prompter: Training-Free Theme-Specific Image Generation via Dynamic Visual Prompting

Yuxin Zhang, Minyan Luo, Weiming Dong, Xiao Yang, Haibin Huang, Chongyang Ma, Oliver Deussen, Tong-Yee Lee, Changsheng Xu

机构 * MAIS, Institute of Automation, CAS（MAIS，自动化研究所，中国科学院） ； China School of Artificial Intelligence, UCAS（中国人工智能学院，UCAS） ； ByteDance Inc.（字节跳动公司） ； University of Konstanz（康斯坦茨大学） ； National Cheng-Kung University（国立成功大学） 纠错

专题命中 个性化与一致性 ：image generation(title,abstract)；text-to-image(abstract)；分类 cs.CV

Comments Accepted by ACM SIGGRAPH 2025. Project page: https://ip-prompter.github.io/

Flux Already Knows -- Activating Subject-Driven Image Generation without Training

Hao Kang, Stathi Fotiadis, Liming Jiang, Qing Yan, Yumin Jia, Zichuan Liu, Min Jin Chong, Xin Lu

专题命中 个性化与一致性 ：image generation(title,abstract)；text-to-image(abstract)；分类 cs.CV

AC-LoRA: Auto Component LoRA for Personalized Artistic Style Image Generation

Zhipu Cui, Andong Tian, Zhi Ying, Jialiang Lu

专题命中 个性化与一致性 ：image generation(title,abstract)；text-to-image(abstract)；分类 cs.CV

Comments 11 pages, 4 figures, ICCGV 2025, SPIE

Journal ref Proc. SPIE 13557, Eighth International Conference on Computer Graphics and Virtuality (ICCGV 2025), 135570O (1 April 2025)

SOYO: A Tuning-Free Approach for Video Style Morphing via Style-Adaptive Interpolation in Diffusion Models

Haoyu Zheng, Qifan Yu, Binghe Yu, Yang Dai, Wenqiao Zhang, Juncheng Li, Siliang Tang, Yueting Zhuang

专题命中 个性化与一致性 ：diffusion(title,abstract)；text-to-image(abstract)；分类 cs.CV

Guided and Variance-Corrected Fusion with One-shot Style Alignment for Large-Content Image Generation

Shoukun Sun, Min Xian, Tiankai Yao, Fei Xu, Luca Capriotti

专题命中 个性化与一致性 ：image generation(title,abstract)；diffusion(abstract)；分类 cs.CV

Cached Multi-Lora Composition for Multi-Concept Image Generation

Xiandong Zou, Mingzhu Shen, Christos-Savvas Bouganis, Yiren Zhao

专题命中 个性化与一致性 ：image generation(title,abstract)；text-to-image(abstract)；分类 cs.CV

Comments The Thirteenth International Conference on Learning Representations (ICLR 2025)

Real-time Identity Defenses against Malicious Personalization of Diffusion Models

Hanzhong Guo, Shen Nie, Chao Du, Tianyu Pang, Hao Sun, Chongxuan Li

专题命中 个性化与一致性 ：diffusion(title,abstract)；text-to-image(abstract)；分类 cs.CV

Comments 21 pages, 7 figures (RID)

IP-FaceDiff: Identity-Preserving Facial Video Editing with Diffusion

Tharun Anand, Aryan Garg, Kaushik Mitra

专题命中 个性化与一致性 ：diffusion(title,abstract)；text-to-image(abstract)；分类 cs.CV

Comments WACV-25 Workshop

Personalized Representation from Personalized Generation

Shobhita Sundaram, Julia Chae, Yonglong Tian, Sara Beery, Phillip Isola

专题命中 个性化与一致性 ：personalized generation(title)；image generation(abstract)；diffusion(abstract)；分类 cs.CV

Comments S.S. and J.C contributed equally; S.B. and P.I. co-supervised. Project page: https://personalized-rep.github.io/

MagicNaming: Consistent Identity Generation by Finding a "Name Space" in T2I Diffusion Models

Jing Zhao, Heliang Zheng, Chaoyue Wang, Long Lan, Wanrong Hunag, Yuhua Tang

专题命中 个性化与一致性 ：diffusion(title,abstract)；text-to-image(abstract)；分类 cs.CV

Comments Accepted by AAAI 2025

Journal ref AAAI 2025

Enhancing Consistency-Based Image Generation via Adversarialy-Trained Classification and Energy-Based Discrimination

Shelly Golan, Roy Ganz, Michael Elad

专题命中 个性化与一致性 ：image generation(title)；diffusion(abstract)；image synthesis(abstract)；分类 cs.CV

Privacy Protection in Personalized Diffusion Models via Targeted Cross-Attention Adversarial Attack

Xide Xu, Muhammad Atif Butt, Sandesh Kamath, Bogdan Raducanu

专题命中 个性化与一致性 ：diffusion(title,abstract)；text-to-image(abstract)；分类 cs.CV

Comments Accepted at Safe Generative AI Workshop (NeurIPS 2024)

High-Frequency Anti-DreamBooth: Robust Defense against Personalized Image Synthesis

Takuto Onikubo, Yusuke Matsui

专题命中 个性化与一致性 ：image synthesis(title)；image generation(abstract)；text-to-image(abstract)；分类 cs.CV

Comments ECCV 2024 Workshop The Dark Side of Generative AIs and Beyond. Our code is available at https://github.com/mti-lab/HF-ADB

Identity Decoupling for Multi-Subject Personalization of Text-to-Image Models

Sangwon Jang, Jaehyeong Jo, Kimin Lee, Sung Ju Hwang

专题命中 个性化与一致性 ：text-to-image(title,abstract)；diffusion(abstract)；分类 cs.CV

Comments NeurIPS 2024. Project page: https://mudi-t2i.github.io/

ID$^3$: Identity-Preserving-yet-Diversified Diffusion Models for Synthetic Face Recognition

Shen Li, Jianqing Xu, Jiaying Wu, Miao Xiong, Ailin Deng, Jiazhen Ji, Yuge Huang, Wenjie Feng, Shouhong Ding, Bryan Hooi

专题命中 个性化与一致性 ：diffusion(title,abstract)；image generation(abstract)；分类 cs.CV

Comments Accepted to NeurIPS 2024

CAT: Contrastive Adapter Training for Personalized Image Generation

Jae Wan Park, Sang Hyun Park, Jun Young Koh, Junha Lee, Min Song

专题命中 个性化与一致性 ：image generation(title,abstract)；diffusion(abstract)；分类 cs.CV

Comments CVPRW 2024

Imagine yourself: Tuning-Free Personalized Image Generation

Zecheng He, Bo Sun, Felix Juefei-Xu, Haoyu Ma, Ankit Ramchandani, Vincent Cheung, Siddharth Shah, Anmol Kalia, Harihar Subramanyam, Alireza Zareian, Li Chen, Ankit Jain, Ning Zhang, Peizhao Zhang, Roshan Sumbaly, Peter Vajda, Animesh Sinha

专题命中 个性化与一致性 ：image generation(title,abstract)；diffusion(abstract)；分类 cs.CV

Few-shot Defect Image Generation based on Consistency Modeling

Qingfeng Shi, Jing Wei, Fei Shen, Zhengtao Zhang

专题命中 个性化与一致性 ：image generation(title,abstract)；diffusion(abstract)；分类 cs.CV

Layout-and-Retouch: A Dual-stage Framework for Improving Diversity in Personalized Image Generation

Kangyeol Kim, Wooseok Seo, Sehyun Nam, Bodam Kim, Suhyeon Jeong, Wonwoo Cho, Jaegul Choo, Youngjae Yu

专题命中 个性化与一致性 ：image generation(title)；text-to-image(abstract)；image synthesis(abstract)；分类 cs.CV

ORACLE: Leveraging Mutual Information for Consistent Character Generation with LoRAs in Diffusion Models

Kiymet Akdemir, Pinar Yanardag

专题命中 个性化与一致性 ：diffusion(title,abstract)；text-to-image(abstract)；分类 cs.CV

Face Swap via Diffusion Model

Feifei Wang

专题命中 个性化与一致性 ：diffusion(title,abstract)；inpainting(abstract)；分类 cs.CV

FreeTuner: Any Subject in Any Style with Training-free Diffusion

Youcan Xu, Zhen Wang, Jun Xiao, Wei Liu, Long Chen

专题命中 个性化与一致性 ：diffusion(title,abstract)；image generation(abstract)；分类 cs.CV

Adversarial Identity Injection for Semantic Face Image Synthesis

Giuseppe Tarollo, Tomaso Fontanini, Claudio Ferrari, Guido Borghi, Andrea Prati

专题命中 个性化与一致性 ：image synthesis(title,abstract)；image generation(abstract)；分类 cs.CV

Comments Paper accepted at CVPR 2024 Biometrics Workshop

IDAdapter: Learning Mixed Features for Tuning-Free Personalization of Text-to-Image Models

Siying Cui, Jia Guo, Xiang An, Jiankang Deng, Yongle Zhao, Xinyu Wei, Ziyong Feng

专题命中 个性化与一致性 ：text-to-image(title)；image generation(abstract)；diffusion(abstract)；分类 cs.CV

Comments 14 pages, 15 figures

T-Person-GAN: Text-to-Person Image Generation with Identity-Consistency and Manifold Mix-Up

Deyin Liu, Lin Yuanbo Wu, Bo Li, Zongyuan Ge

专题命中 个性化与一致性 ：image generation(title,abstract)；text-to-image(abstract)；分类 cs.CV

Comments Under review

Highly Personalized Text Embedding for Image Manipulation by Stable Diffusion

Inhwa Han, Serin Yang, Taesung Kwon, Jong Chul Ye

专题命中 个性化与一致性 ：diffusion(title,abstract)；image generation(abstract)；分类 cs.CV