图像生成

Counterfactual contrastive learning: robust representations via causal image synthesis

Melanie Roschewitz, Fabio De Sousa Ribeiro, Tian Xia, Galvin Khara, Ben Glocker

机构 * Imperial College London（帝国理工学院伦敦分校） ； Kheiron Medical Technologies（Kheiron医疗技术） 纠错

专题命中 文生图 ：image synthesis(title)；image generation(abstract)；分类 cs.CV

Comments Extended version available at https://doi.org/10.1016/j.media.2025.103668. This version was published in the proceedings of the MICCAI 2024 Data Engineering in Medical Imaging workshop. Code available at https://github.com/biomedia-mira/counterfactual-contrastive

Journal ref Data Engineering in Medical Imaging. DEMI 2024. Lecture Notes in Computer Science, vol 15265

Exploring the Effectiveness of Deep Features from Domain-Specific Foundation Models in Retinal Image Synthesis

Zuzanna Skorniewska, Bartlomiej W. Papiez

专题命中 文生图 ：image synthesis(title)；image generation(abstract)；分类 cs.CV

Comments To be published and presented at the MIUA 2025 conference

Human-centered Interactive Learning via MLLMs for Text-to-Image Person Re-identification

Yang Qin, Chao Chen, Zhihang Fu, Dezhong Peng, Xi Peng, Peng Hu

机构 * College of Computer Science, Sichuan University（四川大学计算机学院） ； National Key Laboratory of Fundamental Algorithms and Models for Engineering Simulation, Sichuan University（四川大学国家工程仿真基础算法与模型重点实验室） ； Sichuan National Innovation New Vision UHD Video Technology Co., Ltd（四川国家创新新视觉超高清视频技术有限公司） ； Tianfu Jincheng Laboratory（天府锦城实验室） 纠错

专题命中 文生图 ：text-to-image(title,abstract)；分类 cs.MM

DIMCIM: A Quantitative Evaluation Framework for Default-mode Diversity and Generalization in Text-to-Image Generative Models

Revant Teotia, Candace Ross, Karen Ullrich, Sumit Chopra, Adriana Romero-Soriano, Melissa Hall, Matthew J. Muckley

机构 * FAIR at Meta - New York and Montreal labs（Meta 新 York 和 Montreal 实验室） ； Courant Institute for Mathematical Sciences, NYU（纽约大学应用数学科学研究所） ； Mila - Quebec AI Institute（魁北克人工智能研究所） ； McGill University（麦吉尔大学） ； Canada CIFAR AI chair（加拿大 CIFAR 人工智能主席） 纠错

专题命中 文生图 ：text-to-image(title,abstract)；分类 cs.CV

Efficiency without Compromise: CLIP-aided Text-to-Image GANs with Increased Diversity

Yuya Kobayashi, Yuhta Takida, Takashi Shibuya, Yuki Mitsufuji

机构 * SonyAI（索尼人工智能） 纠错

专题命中 文生图 ：text-to-image(title,abstract)；分类 cs.CV

Comments Accepted at IJCNN 2025

Aiding Medical Diagnosis through Image Synthesis and Classification

Kanishk Choudhary

机构 * Independent Researcher（独立研究者） ； Fremont, CA 94539（美国弗里蒙特） 纠错

专题命中 文生图 ：image synthesis(title)；diffusion(abstract)；分类 cs.CV

Comments 8 pages, 6 figures. Under review

Red-Teaming Text-to-Image Systems by Rule-based Preference Modeling

Yichuan Cao, Yibo Miao, Xiao-Shan Gao, Yinpeng Dong

机构 * KLMM, UCAS, Academy of Mathematics and Systems Science, Chinese Academy of Sciences（UCAS信息科学学院、数学与系统科学研究院、中国科学院） ； College of AI, Tsinghua University（清华大学人工智能学院） 纠错

专题命中 文生图 ：text-to-image(title,abstract)；分类 cs.CV

On the Fairness, Diversity and Reliability of Text-to-Image Generative Models

Jordan Vice, Naveed Akhtar, Leonid Sigal, Richard Hartley, Ajmal Mian

机构 * University of Western Australia（西澳大学） ； University of Melbourne（墨尔本大学） ； University of British Columbia（不列颠哥伦比亚大学） ； Australian National University（澳大利亚国立大学） 纠错

专题命中 文生图 ：text-to-image(title,abstract)；分类 cs.CV

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

Auditing Gender Presentation Differences in Text-to-Image Models

Yanzhe Zhang, Lu Jiang, Greg Turk, Diyi Yang

专题命中 文生图 ：text-to-image(title,abstract)；分类 cs.CV

Comments Preprint, 23 pages, 14 figures. Project page at https://salt-nlp.github.io/GEP/

Journal ref EAAMO '24: Proceedings of the 4th ACM Conference on Equity and Access in Algorithms, Mechanisms, and Optimization, 2024

Mitigate One, Skew Another? Tackling Intersectional Biases in Text-to-Image Models

Pushkar Shukla, Aditya Chinchure, Emily Diana, Alexander Tolbert, Kartik Hosanagar, Vineeth N Balasubramanian, Leonid Sigal, Matthew Turk

机构 * Toyota Technological Institute at Chicago（芝加哥丰田技术研究所） ； University of British Columbia（不列颠哥伦比亚大学） ； Carnegie Mellon University, Tepper School of Business（卡内基梅隆大学商学院） ； Emory University（埃默里大学） ； University of Pennsylvania, The Wharton School（宾夕法尼亚大学沃顿商学院） ； Indian Institute of Technology Hyderabad（海得拉巴印度理工学院） 纠错

专题命中 文生图 ：text-to-image(title,abstract)；分类 cs.CV

Replace in Translation: Boost Concept Alignment in Counterfactual Text-to-Image

Sifan Li, Ming Tao, Hao Zhao, Ling Shao, Hao Tang

机构 * Liaoning University（辽宁大学） ； Nanjing University of Posts and Telecommunications（南京邮电大学） ； Tsinghua University（清华大学） ； University of Chinese Academy of Sciences（中国科学院大学） ； Peking University（北京大学） 纠错

专题命中 文生图 ：text-to-image(title,abstract)；分类 cs.CV

Multi-Modal Language Models as Text-to-Image Model Evaluators

Jiahui Chen, Candace Ross, Reyhane Askari-Hemmat, Koustuv Sinha, Melissa Hall, Michal Drozdzal, Adriana Romero-Soriano

机构 * FAIR at Meta - Montreal, New York（Meta 蒙特利尔 FAIR） ； University of Texas at Austin（德克萨斯大学奥斯汀分校） ； Mila ； McGill University（麦吉尔大学） ； Canada CIFAR AI chair（加拿大 CIFAR 人工智能主席） 纠错

专题命中 文生图 ：text-to-image(title,abstract)；分类 cs.CV

MAISY: Motion-Aware Image SYnthesis for Medical Image Motion Correction

Andrew Zhang, Hao Wang, Shuchang Ye, Michael Fulham, Jinman Kim

专题命中 文生图 ：image synthesis(title,abstract)；分类 cs.CV

Improving Physical Object State Representation in Text-to-Image Generative Systems

Tianle Chen, Chaitanya Chakka, Deepti Ghadiyaram

机构 * Boston University（波士顿大学） ； Runway 纠错

专题命中 文生图 ：text-to-image(title,abstract)；分类 cs.CV

Comments Submitted to Synthetic Data for Computer Vision - CVPR 2025 Workshop

High-Quality Cloud-Free Optical Image Synthesis Using Multi-Temporal SAR and Contaminated Optical Data

Chenxi Duan

机构 * Faculty of Geo-Information Science and Earth Observation (ITC), University of Twente（地理信息科学与地球观测学院（ITC）、特文特大学） 纠错

专题命中 文生图 ：image synthesis(title,abstract)；分类 cs.CV

Multi-modal Reference Learning for Fine-grained Text-to-Image Retrieval

Zehong Ma, Hao Chen, Wei Zeng, Limin Su, Shiliang Zhang

专题命中 文生图 ：text-to-image(title,abstract)；分类 cs.CV

Comments TMM25

TokenFocus-VQA: Enhancing Text-to-Image Alignment with Position-Aware Focus and Multi-Perspective Aggregations on LVLMs

Zijian Zhang, Xuhui Zheng, Xuecheng Wu, Chong Peng, Xuezhi Cao

专题命中 文生图 ：text-to-image(title,abstract)；分类 cs.CV

Comments 10 pages, 3 figures

Erasing with Precision: Evaluating Specific Concept Erasure from Text-to-Image Generative Models

Masane Fuchi, Tomohiro Takagi

专题命中 文生图 ：text-to-image(title,abstract)；分类 cs.CV

Comments 21 pages, 8 figures, 15 tables

FundusGAN: A Hierarchical Feature-Aware Generative Framework for High-Fidelity Fundus Image Generation

Qingshan Hou, Meng Wang, Peng Cao, Zou Ke, Xiaoli Liu, Huazhu Fu, Osmar R. Zaiane

专题命中 文生图 ：image generation(title)；image synthesis(abstract)；分类 cs.CV

Revisiting Text-to-Image Evaluation with Gecko: On Metrics, Prompts, and Human Ratings

Olivia Wiles, Chuhan Zhang, Isabela Albuquerque, Ivana Kajić, Su Wang, Emanuele Bugliarello, Yasumasa Onoe, Pinelopi Papalampidi, Ira Ktena, Chris Knutsen, Cyrus Rashtchian, Anant Nawalgaria, Jordi Pont-Tuset, Aida Nematzadeh

专题命中 文生图 ：text-to-image(title,abstract)；分类 cs.CV

Comments Accepted to ICLR 2025 (Spotlight)

This Intestine Does Not Exist: Multiscale Residual Variational Autoencoder for Realistic Wireless Capsule Endoscopy Image Generation

Dimitrios E. Diamantis, Panagiota Gatoula, Anastasios Koulaouzidis, Dimitris K. Iakovidis

专题命中 文生图 ：image generation(title)；image synthesis(abstract)；分类 cs.CV

Comments 10 pages

Journal ref IEEE Access, 12, 25668-25683 (2024)

T2I-FineEval: Fine-Grained Compositional Metric for Text-to-Image Evaluation

Seyed Mohammad Hadi Hosseini, Amir Mohammad Izadi, Ali Abdollahi, Armin Saghafian, Mahdieh Soleymani Baghshah

专题命中 文生图 ：text-to-image(title,abstract)；分类 cs.CV

Comments Accepted at ECCV 2024 Workshop EVAL-FoMo

SAFREE: Training-Free and Adaptive Guard for Safe Text-to-Image And Video Generation

Jaehong Yoon, Shoubin Yu, Vaidehi Patil, Huaxiu Yao, Mohit Bansal

专题命中 文生图 ：text-to-image(title)；diffusion(abstract)；分类 cs.CV

Comments ICLR 2025; The first two authors contributed equally; Project page: https://safree-safe-t2i-t2v.github.io/

Modeling Thousands of Human Annotators for Generalizable Text-to-Image Person Re-identification

Jiayu Jiang, Changxing Ding, Wentao Tan, Junhong Wang, Jin Tao, Xiangmin Xu

专题命中 文生图 ：text-to-image(title,abstract)；分类 cs.CV

Comments CVPR 2025. Project website: https://github.com/sssaury/HAM

BiasConnect: Investigating Bias Interactions in Text-to-Image Models

Pushkar Shukla, Aditya Chinchure, Emily Diana, Alexander Tolbert, Kartik Hosanagar, Vineeth N. Balasubramanian, Leonid Sigal, Matthew A. Turk

专题命中 文生图 ：text-to-image(title,abstract)；分类 cs.CV

Exploring Bias in over 100 Text-to-Image Generative Models

Jordan Vice, Naveed Akhtar, Richard Hartley, Ajmal Mian

专题命中 文生图 ：text-to-image(title,abstract)；分类 cs.CV

Comments Accepted to ICLR 2025 Workshop on Open Science for Foundation Models (SCI-FM)

GRADE: Quantifying Sample Diversity in Text-to-Image Models

Royi Rassin, Aviv Slobodkin, Shauli Ravfogel, Yanai Elazar, Yoav Goldberg

专题命中 文生图 ：text-to-image(title,abstract)；分类 cs.CV

Comments For project page and code see https://royira.github.io/GRADE

"Stones from Other Hills can Polish Jade": Zero-shot Anomaly Image Synthesis via Cross-domain Anomaly Injection

Siqi Wang, Yuanze Hu, Xinwang Liu, Siwei Wang, Guangpu Wang, Chuanfu Xu, Jie Liu, Ping Chen

专题命中 文生图 ：image synthesis(title)；diffusion(abstract)；分类 cs.CV

Comments 10 pages, 7 figures

Clinical Evaluation of Medical Image Synthesis: A Case Study in Wireless Capsule Endoscopy

Panagiota Gatoula, Dimitrios E. Diamantis, Anastasios Koulaouzidis, Cristina Carretero, Stefania Chetcuti-Zammit, Pablo Cortegoso Valdivia, Begoña González-Suárez, Alessandro Mussetto, John Plevris, Alexander Robertson, Bruno Rosa, Ervin Toth, Dimitris K. Iakovidis

专题命中 文生图 ：image synthesis(title,abstract)；分类 cs.CV

Comments This work has been submitted for possible journal publication

HAGAN: Hybrid Augmented Generative Adversarial Network for Medical Image Synthesis

Zhihan Ju, Wanting Zhou, Longteng Kong, Yu Chen, Yi Li, Zhenan Sun, Caifeng Shan

专题命中 文生图 ：image synthesis(title,abstract)；分类 cs.CV

Journal ref Machine Intelligence Research 2024