图像生成

FairGen: Preference-Aligned Diffusion for Demographically Equitable Medical Image Synthesis

FairGen: 用于人口统计公平医学图像生成的偏好对齐扩散模型

Zhimin Li, Ruichen Zhang, Zhen Tan, Howard J Aizenstein, Jingtong Hu, Tianlong Chen

机构 * University of Pittsburgh, Swanson School of Engineering（匹兹堡大学斯旺森工程学院） ； The University of North Carolina at Chapel Hill, Department of Computer Science（北卡罗来纳大学教堂山分校计算机科学系） ； Arizona State University, School of Computing and Augmented Intelligence（亚利桑那州立大学计算与增强智能学院） ； University of Pittsburgh, Department of Psychiatry（匹兹堡大学精神病学系） 纠错

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

AI总结 提出FairGen框架，通过将医生偏好嵌入扩散模型生成过程，合成人口统计平衡的医学图像，在皮肤、胸片和脑MRI任务上分别实现95.9%、80.0%和35.2%的公平性提升，同时保持诊断准确性。

Comments Accepted for publication in npj Digital Medicine. 20 pages, 6 figures

STEDiff: Strengthening Text Embedding for Text-to-Image Alignment in Diffusion Model

STEDiff: 增强文本嵌入以提升扩散模型中文本到图像的对齐

Hailan Zhang, Haipeng Liu, Bo Fu, Yang Wang

机构 * Hailan Zhang, Haipeng Liu, Yang Wang（未明确机构） ； Bo Fu（未明确机构） 纠错

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

AI总结 提出训练免费的STEDiff方法，通过利用[EOT]令牌增强子句语义并引入语义增强损失，在文本嵌入空间中改善扩散模型对复杂提示的语义对齐，无需微调或布局先验。

Comments 8 pages, 8 figures, to appear at IJCNN 2026

Alignment-Guided Score Matching for Text-to-Image Alignment in Diffusion Models

对齐引导的分数匹配用于扩散模型中的文本到图像对齐

Jaa-Yeon Lee, Yeobin Hong, Taesung Kwon, Jong Chul Ye

机构 * Graduate School of AI, KAIST, South Korea（韩国高级人工智能研究生院） 纠错

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

AI总结 提出一种轻量级、无奖励的后训练方法，通过将对比对齐引导直接整合到扩散模型的分数匹配目标中，以解决文本-图像对齐中的过度惩罚和计数错误问题。

Comments ICML 2026, Project page: https://jaayeon.github.io/AGSM

MAR-GRPO: Stabilized GRPO for AR-diffusion Hybrid Image Generation

MAR-GRPO：用于AR-扩散混合图像生成的稳定GRPO

Xiaoxiao Ma, Jiachen Lei, Tianfei Ren, Jie Huang, Siming Fu, Aiming Hao, Jiahong Wu, Xiangxiang Chu, Feng Zhao

机构 * University of Science and Technology of China（中国科学技术大学） ； AMAP, Alibaba Group（阿里巴巴集团高德地图） ； Zhejiang University（浙江大学） 纠错

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

AI总结 本文提出稳定RL框架用于MAR，通过多轨迹期望减少梯度噪声，结合不确定性估计和一致性aware的token选择策略，提升图像生成质量与稳定性。

AWDiff: An a trous wavelet diffusion model for lung ultrasound image synthesis

AWDiff：一种用于肺部超声图像合成的a trous小波扩散模型

Maryam Heidari, Nantheera Anantrasirichai, Steven Walker, Rahul Bhatnagar, Alin Achim

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

AI总结 本文提出AWDiff模型，通过a trous小波变换与BioMedCLIP语义条件，提升肺部超声图像生成的结构精度与临床相关性。

Comments 5 pages5 pages, 4 figures. Accepted to ICASSP 2026

SERUM: Simple, Efficient, Robust, and Unifying Marking for Diffusion-based Image Generation

SERUM：一种简单、高效、鲁棒且统一的扩散图像生成标记方法

Jan Kociszewski, Hubert Jastrzębski, Tymoteusz Stępkowski, Filip Manijak, Krzysztof Rojek, Franziska Boenisch, Adam Dziedzic

机构 * CISPA Helmholtz Center for Information Security（CISPA 情报安全中心） 纠错

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

AI总结 SERUM通过在扩散模型生成的初始噪声中添加唯一水印噪声，并训练轻量级检测器识别水印图像，实现了高效且鲁棒的图像标记，同时保持图像质量影响极小。

Comments Accepted as an ICLR 2026 Poster

Adaptive Clinical-Aware Latent Diffusion for Multimodal Brain Image Generation and Missing Modality Imputation

自适应临床感知潜在扩散用于多模态脑图像生成与缺失模态插值

Rong Zhou, Houliang Zhou, Yao Su, Brian Y. Chen, Yu Zhang, Lifang He, Alzheimer's Disease Neuroimaging Initiative

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

AI总结 ACADiff通过自适应临床感知扩散模型，实现多模态脑图像生成与缺失模态插值，提升阿尔茨海默病诊断的准确性和鲁棒性。

A Simple and Effective Reinforcement Learning Method for Text-to-Image Diffusion Fine-tuning

一种简单而有效的文本到图像扩散微调强化学习方法

Shashank Gupta, Chaitanya Ahuja, Tsung-Yu Lin, Sreya Dutta Roy, Harrie Oosterhuis, Maarten de Rijke, Satya Narayan Shukla

机构 * University of Amsterdam（阿姆斯特丹大学） ； Meta ； Radboud University（拉德堡德大学） 纠错

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

AI总结 本文提出LOOP方法，结合REINFORCE的方差减少技术和PPO的鲁棒性，提升扩散模型在黑盒目标上的样本效率和性能。

Comments Published at Transactions on Machine Learning Research (TMLR), 2026

Latent Forcing: Reordering the Diffusion Trajectory for Pixel-Space Image Generation

潜在强制：重新排列扩散轨迹以生成像素空间图像

Alan Baade, Eric Ryan Chan, Kyle Sargent, Changan Chen, Justin Johnson, Ehsan Adeli, Li Fei-Fei

机构 * stanford（斯坦福大学） ； umich（密歇根大学） 纠错

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

AI总结 本文提出潜在强制方法，通过重新排列扩散轨迹提升像素空间图像生成效率，实现端到端建模优势，取得ImageNet上的新突破。

Comments 8 pages, 6 figures

BLENDER: Blended Text Embeddings and Diffusion Residuals for Intra-Class Image Synthesis in Deep Metric Learning

BLENDER: 用于深度度量学习中类内图像合成的混合文本嵌入与扩散残差

Jan Niklas Kolf, Ozan Tezcan, Justin Theiss, Hyung Jun Kim, Wentao Bao, Bhargav Bhushanam, Khushi Gupta, Arun Kejariwal, Naser Damer, Fadi Boutros

机构 * Meta Reality Labs（Meta现实实验室） ； Technical University of Darmstadt（达姆斯塔特技术大学） 纠错

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

AI总结 BLENDER通过集合论操作提升深度度量学习中类内图像合成的可控多样性，实现性能提升。

Group Diffusion: Enhancing Image Generation by Unlocking Cross-Sample Collaboration

组扩散：通过解锁跨样本协作增强图像生成

Sicheng Mo, Thao Nguyen, Richard Zhang, Nick Kolkin, Siddharth Srinivasan Iyer, Eli Shechtman, Krishna Kumar Singh, Yong Jae Lee, Bolei Zhou, Yuheng Li

机构 * University of California, Los Angeles（加州大学洛杉矶分校） ； University of Wisconsin–Madison（威斯康星大学麦迪逊分校） ； Adobe Research（Adobe研究） 纠错

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

AI总结 组扩散通过解锁跨样本协作机制，提升图像生成质量，实现32.2%的FID改进。

Comments Project Page: https://sichengmo.github.io/GroupDiff/

Lung-DDPM+: Efficient Thoracic CT Image Synthesis using Diffusion Probabilistic Model

Lung-DDPM+: 基于扩散概率模型的高效胸腔CT图像合成

Yifan Jiang, Ahmad Shariftabrizi, Venkata SK. Manem

机构 * Centre de recherche du CHU de Québec-Université Laval（魁北克-拉瓦尔大学研究中心） ； Department of Molecular Biology, Medical Biochemistry and Pathology, Université Laval（拉瓦尔大学分子生物学、医学生物化学与病理学系） ； Cancer Research Center, Université Laval（拉瓦尔大学癌症研究中心） ； Big Data Research Center, Université Laval（拉瓦尔大学大数据研究中心） ； Department of Radiology, Carver College of Medicine - The University of Iowa（爱荷华大学卡弗医学院放射科） 纠错

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

AI总结 Lung-DDPM+通过结合结节语义布局和肺部DPM求解器，实现了高效且高质量的胸腔CT图像合成，提升了生成效率与质量，适用于医学影像中的肿瘤合成与病变生成。

Comments Accepted by Computers in Biology and Medicine (CIBM)

PID: Physics-Informed Diffusion Model for Infrared Image Generation

Fangyuan Mao, Jilin Mei, Shun Lu, Fuyang Liu, Liang Chen, Fangzhou Zhao, Yu Hu

机构 * Research Center for Intelligent Computing Systems, Institute of Computing Technology, Chinese Academy of Sciences（智能计算系统研究中心，计算技术研究所，中国科学院） ； School of Computer Science and Technology, University of Chinese Academy of Sciences（计算机科学与技术学院，中国科学院大学） 纠错

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

Comments Accepted by Pattern Recognition

FairGen: Enhancing Fairness in Text-to-Image Diffusion Models via Self-Discovering Latent Directions

Yilei Jiang, Weihong Li, Yiyuan Zhang, Minghong Cai, Xiangyu Yue

机构 * MMLab, CUHK（香港中文大学MMLab） ； University of Bristol（布里斯托大学） ； SHIAE, CUHK（香港中文大学SHIAE） 纠错

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

Euclid Quick Data Release (Q1). Active galactic nuclei identification using diffusion-based inpainting of Euclid VIS images

Euclid Collaboration, G. Stevens, S. Fotopoulou, M. N. Bremer, T. Matamoro Zatarain, K. Jahnke, B. Margalef-Bentabol, M. Huertas-Company, M. J. Smith, M. Walmsley, M. Salvato, M. Mezcua, A. Paulino-Afonso, M. Siudek, M. Talia, F. Ricci, W. Roster, N. Aghanim, B. Altieri, S. Andreon, H. Aussel, C. Baccigalupi, M. Baldi, S. Bardelli, P. Battaglia, A. Biviano, A. Bonchi, E. Branchini, M. Brescia, J. Brinchmann, S. Camera, G. Cañas-Herrera, V. Capobianco, C. Carbone, J. Carretero, M. Castellano, G. Castignani, S. Cavuoti, K. C. Chambers, A. Cimatti, C. Colodro-Conde, G. Congedo, C. J. Conselice, L. Conversi, Y. Copin, A. Costille, F. Courbin, H. M. Courtois, M. Cropper, A. Da Silva, H. Degaudenzi, G. De Lucia, C. Dolding, H. Dole, M. Douspis, F. Dubath, X. Dupac, S. Dusini, S. Escoffier, M. Farina, S. Ferriol, K. George, C. Giocoli, B. R. Granett, A. Grazian, F. Grupp, S. V. H. Haugan, I. M. Hook, F. Hormuth, A. Hornstrup, P. Hudelot, M. Jhabvala, E. Keihänen, S. Kermiche, A. Kiessling, M. Kilbinger, B. Kubik, M. Kümmel, H. Kurki-Suonio, Q. Le Boulc'h, A. M. C. Le Brun, D. Le Mignant, P. B. Lilje, V. Lindholm, I. Lloro, G. Mainetti, D. Maino, E. Maiorano, O. Marggraf, M. Martinelli, N. Martinet, F. Marulli, R. Massey, S. Maurogordato, H. J. McCracken, E. Medinaceli, S. Mei, M. Melchior, M. Meneghetti, E. Merlin, G. Meylan, A. Mora, M. Moresco, L. Moscardini, R. Nakajima, C. Neissner, S. -M. Niemi, C. Padilla, S. Paltani, F. Pasian, K. Pedersen, W. J. Percival, V. Pettorino, G. Polenta, M. Poncet, L. A. Popa, L. Pozzetti, F. Raison, R. Rebolo, A. Renzi, J. Rhodes, G. Riccio, E. Romelli, M. Roncarelli, R. Saglia, A. G. Sánchez, D. Sapone, J. A. Schewtschenko, M. Schirmer, P. Schneider, T. Schrabback, A. Secroun, S. Serrano, P. Simon, C. Sirignano, G. Sirri, J. Skottfelt, L. Stanco, J. Steinwagner, P. Tallada-Crespí, A. N. Taylor, I. Tereno, S. Toft, R. Toledo-Moreo, F. Torradeflot, I. Tutusaus, L. Valenziano, J. Valiviita, T. Vassallo, G. Verdoes Kleijn, A. Veropalumbo, Y. Wang, J. Weller, A. Zacchei, G. Zamorani, F. M. Zerbi, I. A. Zinchenko, E. Zucca, V. Allevato, M. Ballardini, M. Bolzonella, E. Bozzo, C. Burigana, R. Cabanac, A. Cappi, J. A. Escartin Vigo, L. Gabarra, W. G. Hartley, J. Martín-Fleitas, S. Matthew, R. B. Metcalf, A. Pezzotta, M. Pöntinen, I. Risso, V. Scottez, M. Sereno, M. Tenti, M. Wiesmann, Y. Akrami, S. Alvi, I. T. Andika, S. Anselmi, M. Archidiacono, F. Atrio-Barandela, D. Bertacca, M. Bethermin, L. Bisigello, A. Blanchard, L. Blot, S. Borgani, M. L. Brown, S. Bruton, A. Calabro, F. Caro, T. Castro, F. Cogato, S. Davini, G. Desprez, A. Díaz-Sánchez, J. J. Diaz, S. Di Domizio, J. M. Diego, P. -A. Duc, A. Enia, Y. Fang, A. G. Ferrari, A. Finoguenov, A. Fontana, A. Franco, J. García-Bellido, T. Gasparetto, V. Gautard, E. Gaztanaga, F. Giacomini, F. Gianotti, M. Guidi, C. M. Gutierrez, A. Hall, S. Hemmati, H. Hildebrandt, J. Hjorth, J. J. E. Kajava, Y. Kang, V. Kansal, D. Karagiannis, C. C. Kirkpatrick, S. Kruk, L. Legrand, M. Lembo, F. Lepori, G. Leroy, J. Lesgourgues, L. Leuzzi, T. I. Liaudat, J. Macias-Perez, M. Magliocchetti, F. Mannucci, R. Maoli, C. J. A. P. Martins, L. Maurin, M. Miluzio, P. Monaco, G. Morgante, K. Naidoo, A. Navarro-Alsina, F. Passalacqua, K. Paterson, L. Patrizii, A. Pisani, D. Potter, S. Quai, M. Radovich, P. -F. Rocci, G. Rodighiero, S. Sacquegna, M. Sahlén, D. B. Sanders, E. Sarpa, A. Schneider, M. Schultheis, D. Sciotti, E. Sellentin, F. Shankar, L. C. Smith, K. Tanidis, G. Testera, R. Teyssier, S. Tosi, A. Troja, M. Tucci, C. Valieri, D. Vergani, G. Verza, N. A. Walton

机构 * School of Physics, HH Wills Physics Laboratory, University of Bristol, Tyndall Avenue, Bristol, BS8 1TL, UK aff1 Max-Planck-Institut f\"ur Astronomie, K\"onigstuhl 17, 69117 Heidelberg, Germany aff2 SRON Netherlands Institute for Space Research, Landleven 12, 9747 AD, Groningen, The Netherlands aff3 Instituto de Astrof\' sica de Canarias, V\' a L\'actea, 38205 La Laguna, Tenerife, Spain aff4 Instituto de Astrof\'isica de Canarias (IAC) ； Departamento de Astrof\'isica, Universidad de La Laguna (ULL), 38200, La Laguna, Tenerife, Spain aff5 Universit\'e PSL, Observatoire de Paris, Sorbonne Universit\'e, CNRS, LERMA, 75014, Paris, France aff6 Universit\'e Paris-Cit\'e, 5 Rue Thomas Mann, 75013, Paris, France aff7 School of Physics, Astronomy ； Mathematics, University of Hertfordshire, College Lane, Hatfield AL10 9AB, UK aff8 Aspia Space, Falmouth, TR10 9TA, UK aff9 David A. Dunlap Department of Astronomy \& Astrophysics, University of Toronto, 50 St George Street, Toronto, Ontario M5S 3H4, Canada aff10 Jodrell Bank Centre for Astrophysics, Department of Physics ； Astronomy, University of Manchester, Oxford Road, Manchester M13 9PL, UK aff11 Max Planck Institute for Extraterrestrial Physics, Giessenbachstr. 1, 85748 Garching, Germany aff12 Institute of Space Sciences (ICE, CSIC), Campus UAB, Carrer de Can Magrans, s/n, 08193 Barcelona, Spain aff13 Institut d'Estudis Espacials de Catalunya (IEEC), Edifici RDIT, Campus UPC, 08860 Castelldefels, Barcelona, Spain aff14 Centro de Astrof\' sica da Universidade do Porto, Rua das Estrelas, 4150-762 Porto, Portugal aff15 Instituto de Astrof\'isica e Ci\ encias do Espa c o, Universidade do Porto, CAUP, Rua das Estrelas, PT4150-762 Porto, Portugal aff16 Dipartimento di Fisica e Astronomia "Augusto Righi" - Alma Mater Studiorum Universit\`a di Bologna, via Piero Gobetti 93/2, 40129 Bologna, Italy aff17 INAF-Osservatorio di Astrofisica e Scienza dello Spazio di Bologna, Via Piero Gobetti 93/3, 40129 Bologna, Italy aff18 Department of Mathematics ； Physics, Roma Tre University, Via della Vasca Navale 84, 00146 Rome, Italy aff19 INAF-Osservatorio Astronomico di Roma, Via Frascati 33, 00078 Monteporzio Catone, Italy aff20 Universit\'e Paris-Saclay, CNRS, Institut d'astrophysique spatiale, 91405, Orsay, France aff21 ESAC/ESA, Camino Bajo del Castillo, s/n., Urb. Villafranca del Castillo, 28692 Villanueva de la Ca\ nada, Madrid, Spain aff22 INAF-Osservatorio Astronomico di Brera, Via Brera 28, 20122 Milano, Italy aff23 Universit\'e Paris-Saclay, Universit\'e Paris Cit\'e, CEA, CNRS, AIM, 91191, Gif-sur-Yvette, France aff24 IFPU, Institute for Fundamental Physics of the Universe, via Beirut 2, 34151 Trieste, Italy aff25 INAF-Osservatorio Astronomico di Trieste, Via G. B. Tiepolo 11, 34143 Trieste, Italy aff26 INFN, Sezione di Trieste, Via Valerio 2, 34127 Trieste TS, Italy aff27 SISSA, International School for Advanced Studies, Via Bonomea 265, 34136 Trieste TS, Italy aff28 Dipartimento di Fisica e Astronomia, Universit\`a di Bologna, Via Gobetti 93/2, 40129 Bologna, Italy aff29 INFN-Sezione di Bologna, Viale Berti Pichat 6/2, 40127 Bologna, Italy aff30 Space Science Data Center, Italian Space Agency, via del Politecnico snc, 00133 Roma, Italy aff31 Dipartimento di Fisica, Universit\`a di Genova, Via Dodecaneso 33, 16146, Genova, Italy aff32 INFN-Sezione di Genova, Via Dodecaneso 33, 16146, Genova, Italy aff33 Department of Physics "E. Pancini", University Federico II, Via Cinthia 6, 80126, Napoli, Italy aff34 INAF-Osservatorio Astronomico di Capodimonte, Via Moiariello 16, 80131 Napoli, Italy aff35 Faculdade de Ci\ encias da Universidade do Porto, Rua do Campo de Alegre, 4150-007 Porto, Portugal aff36 Dipartimento di Fisica, Universit\`a degli Studi di Torino, Via P. Giuria 1, 10125 Torino, Italy aff37 INFN-Sezione di Torino, Via P. Giuria 1, 10125 Torino, Italy aff38 INAF-Osservatorio Astrofisico di Torino, Via Osservatorio 20, 10025 Pino Torinese (TO), Italy aff39 European Space Agency/ESTEC, Keplerlaan 1, 2201 AZ Noordwijk, The Netherlands aff40 Institute Lorentz, Leiden University, Niels Bohrweg 2, 2333 CA Leiden, The Netherlands aff41 Leiden Observatory, Leiden University, Einsteinweg 55, 2333 CC Leiden, The Netherlands aff42 INAF-IASF Milano, Via Alfonso Corti 12, 20133 Milano, Italy aff43 Centro de Investigaciones Energ\'eticas, Medioambientales y Tecnol\'ogicas (CIEMAT), Avenida Complutense 40, 28040 Madrid, Spain aff44 Port d'Informaci\' o Cient\' i fica, Campus UAB, C. Albareda s/n, 08193 Bellaterra (Barcelona), Spain aff45 INFN section of Naples, Via Cinthia 6, 80126, Napoli, Italy aff46 Institute for Astronomy, University of Hawaii, 2680 Woodlawn Drive, Honolulu, HI 96822, USA aff47 Dipartimento di Fisica e Astronomia "Augusto Righi" - Alma Mater Studiorum Universit\`a di Bologna, Viale Berti Pichat 6/2, 40127 Bologna, Italy aff48 Institute for Astronomy, University of Edinburgh, Royal Observatory, Blackford Hill, Edinburgh EH9 3HJ, UK aff49 European Space Agency/ESRIN, Largo Galileo Galilei 1, 00044 Frascati, Roma, Italy aff50 Universit\'e Claude Bernard Lyon 1, CNRS/IN2P3, IP2I Lyon, UMR 5822, Villeurbanne, F-69100, France aff51 Aix-Marseille Universit\'e, CNRS, CNES, LAM, Marseille, France aff52 Institut de Ci\` e ncies del Cosmos (ICCUB), Universitat de Barcelona (IEEC-UB), Mart\' i i Franqu\` e s 1, 08028 Barcelona, Spain aff53 Instituci\'o Catalana de Recerca i Estudis Avan c ats (ICREA), Passeig de Llu\' s Companys 23, 08010 Barcelona, Spain aff54 UCB Lyon 1, CNRS/IN2P3, IUF, IP2I Lyon, 4 rue Enrico Fermi, 69622 Villeurbanne, France aff55 Mullard Space Science Laboratory, University College London, Holmbury St Mary, Dorking, Surrey RH5 6NT, UK aff56 Departamento de F\'isica, Faculdade de Ci\ encias, Universidade de Lisboa, Edif\'icio C8, Campo Grande, PT1749-016 Lisboa, Portugal aff57 Instituto de Astrof\'isica e Ci\ encias do Espa c o, Faculdade de Ci\ encias, Universidade de Lisboa, Campo Grande, 1749-016 Lisboa, Portugal aff58 Department of Astronomy, University of Geneva, ch. d'Ecogia 16, 1290 Versoix, Switzerland aff59 INFN-Padova, Via Marzolo 8, 35131 Padova, Italy aff60 Aix-Marseille Universit\'e, CNRS/IN2P3, CPPM, Marseille, France aff61 INAF-Istituto di Astrofisica e Planetologia Spaziali, via del Fosso del Cavaliere, 100, 00100 Roma, Italy aff62 Universit\"ats-Sternwarte M\"unchen, Fakult\"at f\"ur Physik, Ludwig-Maximilians-Universit\"at M\"unchen, Scheinerstrasse 1, 81679 M\"unchen, Germany aff63 INAF-Osservatorio Astronomico di Padova, Via dell'Osservatorio 5, 35122 Padova, Italy aff64 Institute of Theoretical Astrophysics, University of Oslo, P.O. Box 1029 Blindern, 0315 Oslo, Norway aff65 Department of Physics, Lancaster University, Lancaster, LA1 4YB, UK aff66 Felix Hormuth Engineering, Goethestr. 17, 69181 Leimen, Germany aff67 Technical University of Denmark, Elektrovej 327, 2800 Kgs. Lyngby, Denmark aff68 Cosmic Dawn Center (DAWN), Denmark aff69 Institut d'Astrophysique de Paris, UMR 7095, CNRS ； Sorbonne Universit\'e, 98 bis boulevard Arago, 75014 Paris, France aff70 NASA Goddard Space Flight Center, Greenbelt, MD 20771, USA aff71 Department of Physics ； Helsinki Institute of Physics, Gustaf H\"allstr\"omin katu 2, 00014 University of Helsinki, Finland aff72 Jet Propulsion Laboratory, California Institute of Technology, 4800 Oak Grove Drive, Pasadena, CA, 91109, USA aff73 Department of Physics, P.O. Box 64, 00014 University of Helsinki, Finland aff74 Helsinki Institute of Physics, Gustaf H \"a llstr \"o min katu 2, University of Helsinki, Helsinki, Finland aff75 Centre de Calcul de l'IN2P3/CNRS, 21 avenue Pierre de Coubertin 69627 Villeurbanne Cedex, France aff76 Laboratoire d'etude de l'Univers et des phenomenes eXtremes, Observatoire de Paris, Universit\'e PSL, Sorbonne Universit\'e, CNRS, 92190 Meudon, France aff77 SKA Observatory, Jodrell Bank, Lower Withington, Macclesfield, Cheshire SK11 9FT, UK aff78 Dipartimento di Fisica "Aldo Pontremoli", Universit\`a degli Studi di Milano, Via Celoria 16, 20133 Milano, Italy aff79 INFN-Sezione di Milano, Via Celoria 16, 20133 Milano, Italy aff80 Universit\"at Bonn, Argelander-Institut f\"ur Astronomie, Auf dem H\"ugel 71, 53121 Bonn, Germany aff81 INFN-Sezione di Roma, Piazzale Aldo Moro, 2 - c/o Dipartimento di Fisica, Edificio G. Marconi, 00185 Roma, Italy aff82 Department of Physics, Institute for Computational Cosmology, Durham University, South Road, Durham, DH1 3LE, UK aff83 Universit\'e C\ o te d'Azur, Observatoire de la C\ o te d'Azur, CNRS, Laboratoire Lagrange, Bd de l'Observatoire, CS 34229, 06304 Nice cedex 4, France aff84 Universit\'e Paris Cit\'e, CNRS, Astroparticule et Cosmologie, 75013 Paris, France aff85 CNRS-UCB International Research Laboratory, Centre Pierre Binetruy, IRL2007, CPB-IN2P3, Berkeley, USA aff86 University of Applied Sciences ； Arts of Northwestern Switzerland, School of Engineering, 5210 Windisch, Switzerland aff87 Institute of Physics, Laboratory of Astrophysics, Ecole Polytechnique F\'ed\'erale de Lausanne (EPFL), Observatoire de Sauverny, 1290 Versoix, Switzerland aff88 Aurora Technology for European Space Agency (ESA), Camino bajo del Castillo, s/n, Urbanizacion Villafranca del Castillo, Villanueva de la Ca\ nada, 28692 Madrid, Spain aff89 Institut de F\' i sica d'Altes Energies (IFAE), The Barcelona Institute of Science ； Technology, Campus UAB, 08193 Bellaterra (Barcelona), Spain aff90 DARK, Niels Bohr Institute, University of Copenhagen, Jagtvej 155, 2200 Copenhagen, Denmark aff91 Waterloo Centre for Astrophysics, University of Waterloo, Waterloo, Ontario N2L 3G1, Canada aff92 Department of Physics ； Astronomy, University of Waterloo, Waterloo, Ontario N2L 3G1, Canada aff93 Perimeter Institute for Theoretical Physics, Waterloo, Ontario N2L 2Y5, Canada aff94 Centre National d'Etudes Spatiales -- Centre spatial de Toulouse, 18 avenue Edouard Belin, 31401 Toulouse Cedex 9, France aff95 Institute of Space Science, Str. Atomistilor, nr. 409 M a gurele, Ilfov, 077125, Romania aff96 Consejo Superior de Investigaciones Cientificas, Calle Serrano 117, 28006 Madrid, Spain aff97 Universidad de La Laguna, Departamento de Astrof\' sica, 38206 La Laguna, Tenerife, Spain aff98 Dipartimento di Fisica e Astronomia "G. Galilei", Universit\`a di Padova, Via Marzolo 8, 35131 Padova, Italy aff99 Departamento de F\'isica, FCFM, Universidad de Chile, Blanco Encalada 2008, Santiago, Chile aff100 Universit\"at Innsbruck, Institut f\"ur Astro- und Teilchenphysik, Technikerstr. 25/8, 6020 Innsbruck, Austria aff101 Satlantis, University Science Park, Sede Bld 48940, Leioa-Bilbao, Spain aff102 Centre for Electronic Imaging, Open University, Walton Hall, Milton Keynes, MK7 6AA, UK aff103 Instituto de Astrof\'isica e Ci\ encias do Espa c o, Faculdade de Ci\ encias, Universidade de Lisboa, Tapada da Ajuda, 1349-018 Lisboa, Portugal aff104 Cosmic Dawn Center (DAWN) aff105 Niels Bohr Institute, University of Copenhagen, Jagtvej 128, 2200 Copenhagen, Denmark aff106 Universidad Polit\'ecnica de Cartagena, Departamento de Electr\'onica y Tecnolog\'ia de Computadoras, Plaza del Hospital 1, 30202 Cartagena, Spain aff107 Institut de Recherche en Astrophysique et Plan\'etologie (IRAP), Universit\'e de Toulouse, CNRS, UPS, CNES, 14 Av. Edouard Belin, 31400 Toulouse, France aff108 INFN-Bologna, Via Irnerio 46, 40126 Bologna, Italy aff109 Kapteyn Astronomical Institute, University of Groningen, PO Box 800, 9700 AV Groningen, The Netherlands aff110 Infrared Processing ； Analysis Center, California Institute of Technology, Pasadena, CA 91125, USA aff111 Dipartimento di Fisica e Scienze della Terra, Universit\`a degli Studi di Ferrara, Via Giuseppe Saragat 1, 44122 Ferrara, Italy aff112 Istituto Nazionale di Fisica Nucleare, Sezione di Ferrara, Via Giuseppe Saragat 1, 44122 Ferrara, Italy aff113 INAF, Istituto di Radioastronomia, Via Piero Gobetti 101, 40129 Bologna, Italy aff114 Department of Physics, Oxford University, Keble Road, Oxford OX1 3RH, UK aff115 INAF - Osservatorio Astronomico di Brera, via Emilio Bianchi 46, 23807 Merate, Italy aff116 INAF-Osservatorio Astronomico di Brera, Via Brera 28, 20122 Milano, Italy ； INFN-Sezione di Genova, Via Dodecaneso 33, 16146, Genova, Italy aff117 Institut d'Astrophysique de Paris, 98bis Boulevard Arago, 75014, Paris, France aff118 ICL, Junia, Universit\'e Catholique de Lille, LITL, 59000 Lille, France aff119 Instituto de F\'isica Te\'orica UAM-CSIC, Campus de Cantoblanco, 28049 Madrid, Spain aff120 CERCA/ISO, Department of Physics, Case Western Reserve University, 10900 Euclid Avenue, Cleveland, OH 44106, USA aff121 Technical University of Munich, TUM School of Natural Sciences, Physics Department, James-Franck-Str. 1, 85748 Garching, Germany aff122 Max-Planck-Institut f\"ur Astrophysik, Karl-Schwarzschild-Str. 1, 85748 Garching, Germany aff123 Laboratoire Univers et Th\'eorie, Observatoire de Paris, Universit\'e PSL, Universit\'e Paris Cit\'e, CNRS, 92190 Meudon, France aff124 Departamento de F \' sica Fundamental. Universidad de Salamanca. 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California Blvd., Pasadena, CA 91125, USA aff139 Ruhr University Bochum, Faculty of Physics ； Astronomy, Astronomical Institute (AIRUB), German Centre for Cosmological Lensing (GCCL), 44780 Bochum, Germany aff140 Department of Physics ； Astronomy, Vesilinnantie 5, 20014 University of Turku, Finland aff141 Serco for European Space Agency (ESA), Camino bajo del Castillo, s/n, Urbanizacion Villafranca del Castillo, Villanueva de la Ca\ nada, 28692 Madrid, Spain aff142 ARC Centre of Excellence for Dark Matter Particle Physics, Melbourne, Australia aff143 Centre for Astrophysics \& Supercomputing, Swinburne University of Technology, Hawthorn, Victoria 3122, Australia aff144 Department of Physics ； Astronomy, University of the Western Cape, Bellville, Cape Town, 7535, South Africa aff145 DAMTP, Centre for Mathematical Sciences, Wilberforce Road, Cambridge CB3 0WA, UK aff146 Kavli Institute for Cosmology Cambridge, Madingley Road, Cambridge, CB3 0HA, UK aff147 Department of Astrophysics, University of Zurich, Winterthurerstrasse 190, 8057 Zurich, Switzerland aff148 Department of Physics, Centre for Extragalactic Astronomy, Durham University, South Road, Durham, DH1 3LE, UK aff149 Institute for Theoretical Particle Physics ； Cosmology (TTK), RWTH Aachen University, 52056 Aachen, Germany aff150 IRFU, CEA, Universit\'e Paris-Saclay 91191 Gif-sur-Yvette Cedex, France aff151 Univ. Grenoble Alpes, CNRS, Grenoble INP, LPSC-IN2P3, 53, Avenue des Martyrs, 38000, Grenoble, France aff152 INAF-Osservatorio Astrofisico di Arcetri, Largo E. Fermi 5, 50125, Firenze, Italy aff153 Dipartimento di Fisica, Sapienza Universit\`a di Roma, Piazzale Aldo Moro 2, 00185 Roma, Italy aff154 HE Space for European Space Agency (ESA), Camino bajo del Castillo, s/n, Urbanizacion Villafranca del Castillo, Villanueva de la Ca\ nada, 28692 Madrid, Spain aff155 Theoretical astrophysics, Department of Physics ； Astronomy, Uppsala University, Box 515, 751 20 Uppsala, Sweden aff156 Mathematical Institute, University of Leiden, Einsteinweg 55, 2333 CA Leiden, The Netherlands aff157 School of Physics \& Astronomy, University of Southampton, Highfield Campus, Southampton SO17 1BJ, UK aff158 Institute of Astronomy, University of Cambridge, Madingley Road, Cambridge CB3 0HA, UK aff159 Department of Astrophysical Sciences, Peyton Hall, Princeton University, Princeton, NJ 08544, USA aff160 Center for Computational Astrophysics, Flatiron Institute, 162 5th Avenue, 10010, New York, NY, USA aff161 纠错

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

Comments Paper Accepted as part of the A&A Special Issue `Euclid Quick Data Release (Q1)', 34 pages, 26 figures

Double Helix Diffusion for Cross-Domain Anomaly Image Generation

Linchun Wu, Qin Zou, Xianbiao Qi, Bo Du, Zhongyuan Wang, Qingquan Li

机构 * School of Computer Science, Wuhan University（武汉大学计算机学院） ； Shenzhen Intellifusion Technologies Co Ltd（深圳智融科技有限公司） ； Guangdong Artificial Intelligence and Digital Economy Laboratory (SZ)（广东省人工智能与数字经济实验室） 纠错

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

CCDM: Continuous Conditional Diffusion Models for Image Generation

Xin Ding, Yongwei Wang, Kao Zhang, Z. Jane Wang

机构 * School of Artificial Intelligence/School of Future Technology, Nanjing University of Information Science & Technology (NUIST)（人工智能学院/未来技术学院，南京信息工程大学） ； Perceptual and Generative AI Lab (PGAI Lab) at NUIST（南京信息工程大学感知与生成人工智能实验室） ； Zhejiang University（浙江大学） ； Department of Electrical and Computer Engineering, University of British Columbia（电气与计算机工程系，不列颠哥伦比亚大学） 纠错

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

Jet Image Generation in High Energy Physics Using Diffusion Models

Victor D. Martinez, Vidya Manian, Sudhir Malik

机构 * Department of Electrical and Computer Engineering, University of Puerto Rico（电气与计算机工程系，佛罗里达大学） 纠错

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

Comments The paper is under review at IEEE Transactions in Nuclear Science

PolarAnything: Diffusion-based Polarimetric Image Synthesis

Kailong Zhang, Youwei Lyu, Heng Guo, Si Li, Zhanyu Ma, Boxin Shi

机构 * Beijing University of Posts and Telecommunications（北京邮电大学） ； Xiong’an Aerospace Information Research Institute（雄安航空航天信息研究所） ； State Key Laboratory of Multimedia Information Processing, School of Computer Science, Peking University（北京大学多媒体信息处理国家重点实验室，计算机科学学院） ； National Engineering Research Center of Visual Technology, School of Computer Science, Peking University（视觉技术国家工程研究中心，计算机科学学院） 纠错

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

Comments 11 pages

PRISM: High-Resolution & Precise Counterfactual Medical Image Generation using Language-guided Stable Diffusion

Amar Kumar, Anita Kriz, Mohammad Havaei, Tal Arbel

机构 * Center for Intelligent Machines, McGill University（麦吉尔大学智能机器中心） ； Mila - Quebec AI Institute（魁北克人工智能研究院） ； Google Research（谷歌研究） 纠错

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

Comments MIDL 2025

Audit & Repair: An Agentic Framework for Consistent Story Visualization in Text-to-Image Diffusion Models

Kiymet Akdemir, Tahira Kazimi, Pinar Yanardag

机构 * Virginia Tech（弗吉尼亚理工大学） 纠错

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

Comments Project webpage: https://auditandrepair.github.io/

Noise-Consistent Siamese-Diffusion for Medical Image Synthesis and Segmentation

Kunpeng Qiu, Zhiqiang Gao, Zhiying Zhou, Mingjie Sun, Yongxin Guo

机构 * National University of Singapore（国立新加坡大学） ； National University of Singapore Suzhou Research Institute（国立新加坡大学苏州研究院） ； Wenzhou-Kean University（温州-凯恩大学） ； Soochow University（苏州大学） ； City University of Hong Kong（香港城市大学） 纠错

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

Comments Accepted by CVPR2025

CFCPalsy: Facial Image Synthesis with Cross-Fusion Cycle Diffusion Model for Facial Paralysis Individuals

Weixiang Gao, Yating Zhang, Yifan Xia

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

Learning from Mistakes: Iterative Prompt Relabeling for Text-to-Image Diffusion Model Training

Xinyan Chen, Jiaxin Ge, Tianjun Zhang, Jiaming Liu, Shanghang Zhang

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

Exploring Position Encoding in Diffusion U-Net for Training-free High-resolution Image Generation

Feng Zhou, Pu Cao, Yiyang Ma, Lu Yang, Jianqin Yin

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

Comments Submitted to ICML 2025

StochSync: Stochastic Diffusion Synchronization for Image Generation in Arbitrary Spaces

Kyeongmin Yeo, Jaihoon Kim, Minhyuk Sung

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

Comments Project page: https://stochsync.github.io/ (ICLR 2025)

3D Nephrographic Image Synthesis in CT Urography with the Diffusion Model and Swin Transformer

Hongkun Yu, Syed Jamal Safdar Gardezi, E. Jason Abel, Daniel Shapiro, Meghan G. Lubner, Joshua Warner, Matthew Smith, Giuseppe Toia, Lu Mao, Pallavi Tiwari, Andrew L. Wentland

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

Comments 15 pages, 6 figures, 3 tables

Hiding and Recovering Knowledge in Text-to-Image Diffusion Models via Learnable Prompts

Anh Bui, Khanh Doan, Trung Le, Paul Montague, Tamas Abraham, Dinh Phung

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

Guess What I Think: Streamlined EEG-to-Image Generation with Latent Diffusion Models

Eleonora Lopez, Luigi Sigillo, Federica Colonnese, Massimo Panella, Danilo Comminiello

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

Comments Accepted at ICASSP 2025

Discriminative Image Generation with Diffusion Models for Zero-Shot Learning

Dingjie Fu, Wenjin Hou, Shiming Chen, Shuhuang Chen, Xinge You, Salman Khan, Fahad Shahbaz Khan

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

Comments Tech report, 16 pages