图像生成

Blending Concepts with Text-to-Image Diffusion Models

Lorenzo Olearo, Giorgio Longari, Alessandro Raganato, Rafael Peñaloza, Simone Melzi

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

Comments Currently under review

When Model Knowledge meets Diffusion Model: Diffusion-assisted Data-free Image Synthesis with Alignment of Domain and Class

Yujin Kim, Hyunsoo Kim, Hyunwoo J. Kim, Suhyun Kim

机构 * Korea University（韩国大学） ； Korea Advanced Institute of Science and Technology（韩国科学技术院） ； Kyung Hee University（庆熙大学） ； Korea Institute of Science（韩国科学研究院） 纠错

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

Comments Published at ICML 2025

A Comprehensive Study of Decoder-Only LLMs for Text-to-Image Generation

Andrew Z. Wang, Songwei Ge, Tero Karras, Ming-Yu Liu, Yogesh Balaji

机构 * University of Maryland（马里兰大学） ； NVIDIA（英伟达） 纠错

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

Comments CVPR 2025

Journal ref Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR), 2025, pp. 28575-28585

CHATS: Combining Human-Aligned Optimization and Test-Time Sampling for Text-to-Image Generation

Minghao Fu, Guo-Hua Wang, Liangfu Cao, Qing-Guo Chen, Zhao Xu, Weihua Luo, Kaifu Zhang

机构 * National Key Laboratory for Novel Software Technology, Nanjing University（新型软件技术国家实验室，南京大学） ； School of Artificial Intelligence, Nanjing University（人工智能学院，南京大学） ； Alibaba Group（阿里巴巴集团） 纠错

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

Comments ICML 2025. The code is publicly available at https://github.com/AIDC-AI/CHATS

Conditional Distribution Modelling for Few-Shot Image Synthesis with Diffusion Models

Parul Gupta, Munawar Hayat, Abhinav Dhall, Thanh-Toan Do

机构 * Monash University（墨尔本大学） ； Flinders University（弗林德斯大学） 纠错

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

ComposeAnything: Composite Object Priors for Text-to-Image Generation

Zeeshan Khan, Shizhe Chen, Cordelia Schmid

机构 * Inria（法国国家信息与自动化技术研究院） ； École normale supérieure（巴黎高等师范学院） ； CNRS（法国国家科学研究中心） ； PSL Research University（巴黎综合理工研究院） 纠错

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

One-Way Ticket:Time-Independent Unified Encoder for Distilling Text-to-Image Diffusion Models

Senmao Li, Lei Wang, Kai Wang, Tao Liu, Jiehang Xie, Joost van de Weijer, Fahad Shahbaz Khan, Shiqi Yang, Yaxing Wang, Jian Yang

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

Comments Accepted at CVPR2025, Code: https://github.com/sen-mao/Loopfree

Instructing Text-to-Image Diffusion Models via Classifier-Guided Semantic Optimization

Yuanyuan Chang, Yinghua Yao, Tao Qin, Mengmeng Wang, Ivor Tsang, Guang Dai

机构 * MOE Key Laboratory for Intelligent Networks and Network Security（信息网络与网络安全教育部重点实验室） ； Center for Frontier AI Research（前沿人工智能研究中心） ； Agency for Science, Technology and Research（科技研究局） ； Institute of High Performance Computing（高性能计算研究所） ； Zhejiang University of Technology（浙江工业大学） ； SGIT AI Lab（SGIT人工智能实验室） 纠错

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

Diff-MM: Exploring Pre-trained Text-to-Image Generation Model for Unified Multi-modal Object Tracking

Shiyu Xuan, Zechao Li, Jinhui Tang

机构 * School of Computer Science and Engineering, Nanjing University of Science and Technology（计算机科学与工程学院，南京理工大学） 纠错

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

Culture-TRIP: Culturally-Aware Text-to-Image Generation with Iterative Prompt Refinement

Suchae Jeong, Inseong Choi, Youngsik Yun, Jihie Kim

机构 * Department of Computer Science and Engineering, Dongguk University（计算机科学与工程系，东国大学） ； Department of Computer Science and Artificial Intelligence, Dongguk University（计算机科学与人工智能系，东国大学） 纠错

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

Comments 31 pages, 23 figures, Accepted by NAACL 2025

CreativeSynth: Cross-Art-Attention for Artistic Image Synthesis with Multimodal Diffusion

Nisha Huang, Weiming Dong, Yuxin Zhang, Fan Tang, Ronghui Li, Chongyang Ma, Xiu Li, Tong-Yee Lee, Changsheng Xu

机构 * Tsinghua Shenzhen International Graduate School, Tsinghua University（清华大学深圳国际研究生院） ； Pengcheng Laboratory（鹏城实验室） ； MAIS, Institute of Automation, Chinese Academy of Sciences（自动化所MAIS部） ； School of Artificial Intelligence, University of Chinese Academy of Sciences（中国科学院大学人工智能学院） ； University of Chinese Academy of Sciences（中国科学院大学） ； ByteDance Inc.（字节跳动公司） ； National Cheng Kung University（国立成功大学） 纠错

专题命中 文生图 ：diffusion(title,abstract)；image synthesis(title)；image generation(abstract)；text-to-image(abstract)

Prompt to Polyp: Medical Text-Conditioned Image Synthesis with Diffusion Models

Mikhail Chaichuk, Sushant Gautam, Steven Hicks, Elena Tutubalina

机构 * AIRI ； HSE University（俄罗斯高等经济大学） ； Simula Metropolitan Center for Digital Engineering（Simula 数字工程研究中心） ； Oslo Metropolitan University（奥斯陆 Metropolitan 大学） ； Kazan Federal University（卡扎ン联邦大学） 纠错

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

Comments code available at https://github.com/THunderCondOR/ImageCLEFmed-MEDVQA-GI-2024-MMCP-Team

Lumina-mGPT: Illuminate Flexible Photorealistic Text-to-Image Generation with Multimodal Generative Pretraining

Dongyang Liu, Shitian Zhao, Le Zhuo, Weifeng Lin, Yi Xin, Xinyue Li, Qi Qin, Yu Qiao, Hongsheng Li, Peng Gao

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

Comments Code available at: https://github.com/Alpha-VLLM/Lumina-mGPT

DialogGen: Multi-modal Interactive Dialogue System for Multi-turn Text-to-Image Generation

Minbin Huang, Yanxin Long, Xinchi Deng, Ruihang Chu, Jiangfeng Xiong, Xiaodan Liang, Hong Cheng, Qinglin Lu, Wei Liu

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

Comments Project page: https://hunyuan-dialoggen.github.io/. Accepted to NAACL2025

ArtistAuditor: Auditing Artist Style Pirate in Text-to-Image Generation Models

Linkang Du, Zheng Zhu, Min Chen, Zhou Su, Shouling Ji, Peng Cheng, Jiming Chen, Zhikun Zhang

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

Comments To appear in the ACM Web Conference 2025, Sydney, Australia

Detecting Origin Attribution for Text-to-Image Diffusion Models

Katherine Xu, Lingzhi Zhang, Jianbo Shi

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

Comments Code available at https://github.com/k8xu/ImageAttribution

Spatial Transport Optimization by Repositioning Attention Map for Training-Free Text-to-Image Synthesis

Woojung Han, Yeonkyung Lee, Chanyoung Kim, Kwanghyun Park, Seong Jae Hwang

专题命中 文生图 ：text-to-image(title,abstract)；image synthesis(title)；image generation(abstract)；diffusion(abstract)

Comments CVPR2025

Scaling Down Text Encoders of Text-to-Image Diffusion Models

Lifu Wang, Daqing Liu, Xinchen Liu, Xiaodong He

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

Comments accepted by CVPR 2025

Diffusion Beats Autoregressive: An Evaluation of Compositional Generation in Text-to-Image Models

Arash Marioriyad, Parham Rezaei, Mahdieh Soleymani Baghshah, Mohammad Hossein Rohban

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

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

Switti: Designing Scale-Wise Transformers for Text-to-Image Synthesis

Anton Voronov, Denis Kuznedelev, Mikhail Khoroshikh, Valentin Khrulkov, Dmitry Baranchuk

专题命中 文生图 ：text-to-image(title,abstract)；image synthesis(title)；image generation(abstract)；diffusion(abstract)

Comments CVPR 2025

All Seeds Are Not Equal: Enhancing Compositional Text-to-Image Generation with Reliable Random Seeds

Shuangqi Li, Hieu Le, Jingyi Xu, Mathieu Salzmann

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

Meissonic: Revitalizing Masked Generative Transformers for Efficient High-Resolution Text-to-Image Synthesis

Jinbin Bai, Tian Ye, Wei Chow, Enxin Song, Xiangtai Li, Zhen Dong, Lei Zhu, Shuicheng Yan

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

Comments Accepted to ICLR 2025. Codes and Supplementary Material: https://github.com/viiika/Meissonic

A Review on Generative AI For Text-To-Image and Image-To-Image Generation and Implications To Scientific Images

Zineb Sordo, Eric Chagnon, Daniela Ushizima

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

Counting Guidance for High Fidelity Text-to-Image Synthesis

Wonjun Kang, Kevin Galim, Hyung Il Koo, Nam Ik Cho

专题命中 文生图 ：text-to-image(title,abstract)；image synthesis(title)；image generation(abstract)；diffusion(abstract)

Comments Accepted at WACV 2025 (Oral). Code is available at https://github.com/furiosa-ai/counting-guidance

Diffusion Lens: Interpreting Text Encoders in Text-to-Image Pipelines

Michael Toker, Hadas Orgad, Mor Ventura, Dana Arad, Yonatan Belinkov

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

Comments Published in: ACL 2024 Project webpage: tokeron.github.io/DiffusionLensWeb

LDGen: Enhancing Text-to-Image Synthesis via Large Language Model-Driven Language Representation

Pengzhi Li, Pengfei Yu, Zide Liu, Wei He, Xuhao Pan, Xudong Rao, Tao Wei, Wei Chen

专题命中 文生图 ：text-to-image(title,abstract)；image synthesis(title)；image generation(abstract)；diffusion(abstract)

Learning to Sample Effective and Diverse Prompts for Text-to-Image Generation

Taeyoung Yun, Dinghuai Zhang, Jinkyoo Park, Ling Pan

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

Comments 18 pages, 14 figures, 6 tables

Not All Prompts Are Made Equal: Prompt-based Pruning of Text-to-Image Diffusion Models

Alireza Ganjdanesh, Reza Shirkavand, Shangqian Gao, Heng Huang

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

One-Prompt-One-Story: Free-Lunch Consistent Text-to-Image Generation Using a Single Prompt

Tao Liu, Kai Wang, Senmao Li, Joost van de Weijer, Fahad Shahbaz Khan, Shiqi Yang, Yaxing Wang, Jian Yang, Ming-Ming Cheng

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

Comments 28 pages, 22 figures, ICLR2025 conference

IterComp: Iterative Composition-Aware Feedback Learning from Model Gallery for Text-to-Image Generation

Xinchen Zhang, Ling Yang, Guohao Li, Yaqi Cai, Jiake Xie, Yong Tang, Yujiu Yang, Mengdi Wang, Bin Cui

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

Comments ICLR 2025. Project: https://github.com/YangLing0818/IterComp