图像生成

FLUX-Reason-6M & PRISM-Bench: A Million-Scale Text-to-Image Reasoning Dataset and Comprehensive Benchmark

Rongyao Fang, Aldrich Yu, Chengqi Duan, Linjiang Huang, Shuai Bai, Yuxuan Cai, Kun Wang, Si Liu, Xihui Liu, Hongsheng Li

机构 * CUHK（香港中文大学） ； HKU（香港大学） ； BUAA（北京航空航天大学） ； Alibaba（阿里巴巴） 纠错

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

Comments Project page: https://flux-reason-6m.github.io/

Discovering Divergent Representations between Text-to-Image Models

Lisa Dunlap, Joseph E. Gonzalez, Trevor Darrell, Fabian Caba Heilbron, Josef Sivic, Bryan Russell

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

Comments Accepted to ICCV 2025. Code available at https://github.com/adobe-research/CompCon

Prompt Pirates Need a Map: Stealing Seeds helps Stealing Prompts

Felix Mächtle, Ashwath Shetty, Jonas Sander, Nils Loose, Sören Pirk, Thomas Eisenbarth

机构 * Visual Computing and Artificial Intelligence, Kiel University, Germany（视觉计算与人工智能，基尔大学，德国） ； Artificial Intelligence, Kiel University, Germany（人工智能，基尔大学，德国） 纠错

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

UnsafeBench: Benchmarking Image Safety Classifiers on Real-World and AI-Generated Images

Yiting Qu, Xinyue Shen, Yixin Wu, Michael Backes, Savvas Zannettou, Yang Zhang

机构 * CISPA Helmholtz Center for Information Security（CISPA赫尔姆霍茨信息安全中心） ； TU Delft（代尔夫特理工大学） 纠错

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

Comments To Appear in the ACM Conference on Computer and Communications Security (CCS), October 13, 2025

Mechanistic Learning with Guided Diffusion Models to Predict Spatio-Temporal Brain Tumor Growth

Daria Laslo, Efthymios Georgiou, Marius George Linguraru, Andreas Rauschecker, Sabine Muller, Catherine R. Jutzeler, Sarah Bruningk

机构 * ETH Zurich, 8092 Zurich, Switzerland - SIB Swiss Institue of Bioinformatics, 1015 Lausanne, Switzerland Department of Radiation Oncology, Inselspital, Bern University Hospital ； University of Bern, Switzerland Sheikh Zayed Institute for Pediatric Surgical Innovation, Children’s National Medical Center, Washington, DC 20010, United States University of California San Francisco, San Francisco, CA 94143, United States University Children's Hospital Zurich, 8008 Zurich, Switzerland 纠错

专题命中 扩散模型 ：diffusion(title,abstract)；image generation(abstract)；image synthesis(abstract)；分类 cs.CV

Comments 13 pages, 4 figures

Parasite: A Steganography-based Backdoor Attack Framework for Diffusion Models

Jiahao Chen, Yu Pan, Yi Du, Chunkai Wu, Lin Wang

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

Integrating Anatomical Priors into a Causal Diffusion Model

Binxu Li, Wei Peng, Mingjie Li, Ehsan Adeli, Kilian M. Pohl

机构 * Department of Electrical Engineering, Stanford University, Stanford, CA, USA（电气工程系，斯坦福大学） ； Department of Psychiatry and Behavioral Sciences, Stanford University, Stanford, CA, USA（精神病学与行为科学系，斯坦福大学） 纠错

专题命中 扩散模型 ：diffusion(title,abstract)；image generation(abstract)；分类 cs.CV

Comments 15 pages, 4 figures

Improving Video Diffusion Transformer Training by Multi-Feature Fusion and Alignment from Self-Supervised Vision Encoders

Dohun Lee, Hyeonho Jeong, Jiwook Kim, Duygu Ceylan, Jong Chul Ye

专题命中 扩散模型 ：diffusion(title,abstract)；分类 cs.CV

Comments 17 pages, 14 figures

FlexiD-Fuse: Flexible number of inputs multi-modal medical image fusion based on diffusion model

Yushen Xu, Xiaosong Li, Yuchun Wang, Xiaoqi Cheng, Huafeng Li, Haishu Tan

机构 * School of Physics（物理学院） ； Optoelectronic Engineering, Foshan University（光电工程学院，佛山大学） ； Guangdong-HongKong-Macao Joint Laboratory for Intelligent Micro-Nano Optoelectronic Technology（粤港澳联合智能微纳光电技术实验室） ； Guangdong Provincial Key Laboratory of Industrial Intelligent Inspection Technology（广东省工业智能检测技术重点实验室） ； School of Information Engineering（信息工程学院） ； Automation, Kunming University of Science（自动化系，昆明理工大学） 纠错

专题命中 扩散模型 ：diffusion(title,abstract)；分类 cs.CV

Journal ref Expert Systems with Applications, 2025: 128895

Plug-and-play Diffusion Models for Image Compressive Sensing with Data Consistency Projection

Xiaodong Wang, Ping Wang, Zhangyuan Li, Xin Yuan

机构 * Zhejiang University（浙江大学） ； Westlake University（西湖大学） 纠错

专题命中 扩散模型 ：diffusion(title,abstract)；分类 cs.CV

Uncertainty-aware Diffusion and Reinforcement Learning for Joint Plane Localization and Anomaly Diagnosis in 3D Ultrasound

Yuhao Huang, Yueyue Xu, Haoran Dou, Jiaxiao Deng, Xin Yang, Hongyu Zheng, Dong Ni

机构 * Medical Ultrasound Image Computing (MUSIC) Lab, School of Biomedical Engineering, Medical School, Shenzhen University, Shenzhen, China The People’s Hospital of Guangxi Zhuang Autonomous Region, Nanning, China Centre for CIMIM, Manchester University, Manchester, UK School of Artificial Intelligence, Shenzhen University, Shenzhen, China National Engineering Laboratory for Big Data System Computing Technology, Shenzhen University, Shenzhen, China School of Biomedical Engineering ； Informatics, Nanjing Medical University, Nanjing, China 纠错

专题命中 扩散模型 ：diffusion(title,abstract)；分类 cs.CV

Comments Accepted by MICCAI 2025;10 pages, 3 figures

Steady advection-diffusion in multiply-connected potential flows

Kyle McKee, Keaton Burns

专题命中 扩散模型 ：diffusion(title,abstract)

Directly Aligning the Full Diffusion Trajectory with Fine-Grained Human Preference

Xiangwei Shen, Zhimin Li, Zhantao Yang, Shiyi Zhang, Yingfang Zhang, Donghao Li, Chunyu Wang, Qinglin Lu, Yansong Tang

机构 * School of Science and Engineering, The Chinese University of Hong Kong, Shenzhen（香港中文大学（深圳）科学与工程学院） ； Shenzhen International Graduate School, Tsinghua University（清华大学深圳国际研究生院） 纠错

专题命中 扩散模型 ：diffusion(title,abstract)

Comments 15 pages

A hyperbolic finite difference scheme for anisotropic diffusion equations: preserving the discrete maximum principle

Tokuhiro Eto, Rei Kawashima

专题命中 扩散模型 ：diffusion(title,abstract)

Comments 20 pages, 11 figures

Joint Model-based Model-free Diffusion for Planning with Constraints

Wonsuhk Jung, Utkarsh A. Mishra, Nadun Ranawaka Arachchige, Yongxin Chen, Danfei Xu, Shreyas Kousik

机构 * Georgia Institute of Technology（佐治亚理工学院） 纠错

专题命中 扩散模型 ：diffusion(title,abstract)

Comments The first two authors contributed equally. Last three authors advised equally. Accepted to CoRL 2025

Beyond Negative Transfer: Disentangled Preference-Guided Diffusion for Cross-Domain Sequential Recommendation

Xiaoxin Ye, Chengkai Huang, Hongtao Huang, Lina Yao

专题命中 扩散模型 ：diffusion(title,abstract)

Geometric Neural Distance Fields for Learning Human Motion Priors

Zhengdi Yu, Simone Foti, Linguang Zhang, Amy Zhao, Cem Keskin, Stefanos Zafeiriou, Tolga Birdal

机构 * Imperial College London（伦敦帝国学院） ； Meta Reality Labs（Meta现实实验室） 纠错

专题命中 扩散模型 ：diffusion(abstract)；分类 cs.CV

Comments 8 pages

I Know Who Clones Your Code: Interpretable Smart Contract Similarity Detection

Zhenguang Liu, Lixun Ma, Zhongzheng Mu, Chengkun Wei, Xiaojun Xu, Yingying Jiao, Kui Ren

专题命中 扩散模型 ：diffusion(abstract)

Exactly Solvable Model of Random Walks with Stochastic Exchange

José Julian Díaz-Pérez, R. Mulet

专题命中 扩散模型 ：diffusion(abstract)

Comments 4 pages + SM, 4 figures

Bath-induced stabilization of classical non-linear response in two dimensional infrared spectroscopy

Rajesh Dutta, Mike Reppert

专题命中 扩散模型 ：diffusion(abstract)

Axion-Photon Conversion in FLRW with Primordial Magnetic Fields: Explaining the Radio Excess

Setabuddin, Md Riajul Haque, Rajesh Karmakar, Supratik Pal

专题命中 扩散模型 ：diffusion(abstract)

Comments 32 pages, 8 figures, 1 table. Comments are welcome

Optimal Investment and Consumption in a Stochastic Factor Model

Florian Gutekunst, Martin Herdegen, David Hobson

专题命中 扩散模型 ：diffusion(abstract)

Complex dynamics and pattern formation in a diffusive epidemic model with an infection-dependent recovery rate

Wael El Khateeb, Chanaka Kottegoda, Chunhua Shan

专题命中 扩散模型 ：diffusion(abstract)

Guided filtering and smoothing for infinite-dimensional diffusions

Thorben Pieper-Sethmacher, Daniele Avitabile, Frank van der Meulen

专题命中 扩散模型 ：diffusion(abstract)

Generative Artificial Intelligence for Beamforming in Low-Altitude Economy

Geng Sun, Jia Qi, Chuang Zhang, Xuejie Liu, Jiacheng Wang, Dusit Niyato, Yuanwei Liu, Dong In Kim

专题命中 扩散模型 ：diffusion(abstract)

Asymptotic stability of the composite wave of rarefaction wave and contact wave to nonlinear viscoelasticity model with non-convex flux

Zhenhua Guo, Meichen Hou, Guiqin Qiu, Lingda Xu

专题命中 扩散模型 ：diffusion(abstract)

Turnpike properties for zero-sum stochastic linear quadratic differential games of Markovian regime switching system

Xun Li, Fan Wu, Xin Zhang

专题命中 扩散模型 ：diffusion(abstract)

Euler-type methods for Levy-driven McKean-Vlasov SDEs with super-linear coefficients: mean-square error analysis

Jingtao Zhu, Yuying Zhao, Siqing Gan

专题命中 扩散模型 ：diffusion(abstract)

A note on quantifying the contributions of incidence functions in spatio-temporal epidemic models

Mohamed Mehdaoui, Mouhcine Tilioua

专题命中 扩散模型 ：diffusion(abstract)

The Bearable Inhomogeneity of the Baryon Asymmetry

Hengameh Bagherian, Majid Ekhterachian, Stefan Stelzl

专题命中 扩散模型 ：diffusion(abstract)

Comments 39 pages, 9 figures