Wavelet-Fusion Diffusion Model for Multimodal Brain MRI Synthesis with Modality and Metadata Conditioning
小波融合扩散模型用于多模态脑MRI合成，具有模态和元数据条件
Muhammad Nabi Yasinzai, Remika Mito, Mangor Pedersen
机构
*
Department of Psychology & Neuroscience, Auckland University of Technology（心理学与神经科学系，奥克兰技术大学）
；
Department of Psychiatry, University of Melbourne（精神病学系，墨尔本大学）
机构
*
School of Biomedical Engineering, Tsinghua University（清华大学生物医学工程系）
；
Oxford Centre for Integrative Neuroimaging, FMRIB, Nuffield Department of Clinical Neurosciences, University of Oxford（牛津大学整合神经影像中心、FMRIB、临床神经科学系）
；
Department of Radiology, West China Second University Hospital, Sichuan University（四川大学华西第二医院放射科）
；
School of Biomedical Engineering and the Institute of Medical Robotics, Shanghai Jiaotong University（上海交通大学生物医学工程学院和医学机器人研究院）
；
Department of Radiology, Institution of Radiology and Medical Imaging, West China Hospital, Sichuan University（四川大学华西医院放射科、放射医学与影像研究所）
；
Department of Radiology and Biomedical Imaging, University of California San Francisco（加州大学旧金山分校放射科和生物医学影像系）
；
Department of Psychiatry and Behavioral Sciences, Stanford University School of Medicine（斯坦福大学医学院精神病学与行为科学系）
机构
*
School of Biomedical Engineering, Tsinghua Medicine, Tsinghua University（清华大学生物医学工程系）
；
Oxford Centre for Integrative Neuroimaging, FMRIB, Nuffield Department of Clinical Neurosciences, University of Oxford（牛津大学整合神经影像中心）
；
Department of Radiology & Biomedical Imaging, University of California San Francisco（加州大学旧金山分校放射科与生物医学成像系）
SAFE-Diff: Scale-Aware Attention and Feature-Dispersive Diffusion with Uncertainty Estimation for Contrast-Enhanced Breast MRI Synthesis
SAFE-Diff: 用于对比增强乳腺MRI合成的尺度感知注意力与特征分散扩散及不确定性估计
Tianyu Zhang, Xinglong Liang, Jarek van Dijk, Luyi Han, Chunyao Lu, Antonio Portaluri, Xinghe Xie, Yaofei Duan, Nika Rasoolzadeh, Xin Wang, Yuan Gao, Muzhen He, Yue Sun, Jonas Teuwen, Tao Tan, Ritse Mann
机构
*
Department of Medical Imaging, Radboud University Medical Center（鲁文大学医学中心医学影像部）
；
Department of Radiology, Netherlands Cancer Institute（荷兰癌症研究所放射科）
；
Maastro Clinic（马斯垂克诊所）
；
Faculty of Applied Science, Macao Polytechnic University（澳门理工大学应用科学学院）
；
Department of Radiation Oncology, Netherlands Cancer Institute（荷兰癌症研究所放射肿瘤科）
FrequencyCT: Frequency Domain Self-supervised Low-dose CT Denoising
FrequencyCT：频域自监督低剂量CT去噪
Guoquan Wei, Liu Shi, Chong Chen, Qiegen Liu
机构
*
School of Information Engineering, Nanchang University（南昌大学信息工程学院）
；
SKLMS, ICMSEC, Academy of Mathematics and Systems Science, Chinese Academy of Sciences（中国科学院数学与系统科学研究院SKLMS、ICMSEC）
机构
*
Kwame Nkrumah University of Science and Technology（科拉努姆大学科学与技术学院）
；
University of Catania（卡塔尼亚大学）
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The Hong Kong University of Science and Technology（香港科学与技术大学）
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Medical Artificial Intelligence Lab（医学人工智能实验室）
Progressive $\mathcal{J}$-Invariant Self-supervised Learning for Low-Dose CT Denoising
渐进式 $\mathcal{J}$-不变自监督学习用于低剂量CT去噪
Yichao Liu, Zongru Shao, Yueyang Teng, Junwen Guo
机构
*
organization= IWR, Heidelberg University , city= Heidelberg , postcode= 69120 , state= Baden Württemberg , country= Germany
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organization= Silicon Austria Labs , city= Linz , postcode= 4040 , state= Upper Austria , country= Austria
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organization= Institute of Science Tokyo , addressline= , city= Tokyo , country= Japan
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organization= College of Medicine
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Biological Information Engineering, Northeastern University , city= Shenyang , postcode= 110169 , state= Liaoning , country= China
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organization= Key Laboratory of Intelligent Computing in Medical Image, Ministry of Education , city= Shenyang , postcode= 110169 , state= Liaoning , country= China
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organization= Department of Epidemiology \& Global Health, Umeå University , addressline= , city= Umeå , postcode= 90187 , country= Sweden
Universal CT Representations from Anatomy to Disease Phenotype through Agglomerative Pretraining
从解剖到疾病表型的通用CT表示：通过聚合预训练
Yuheng Li, Yuan Gao, Haoyu Dong, Yuxiang Lai, Shansong Wang, Mojtaba Safari, James E. Baciak, Xiaofeng Yang
机构
*
Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology and Emory University（沃森·H·库勒生物医学工程系，佐治亚理工学院和埃默里大学）
；
Department of Radiation Oncology and Winship Cancer Institute, Emory University（放射肿瘤学系和Winship癌症研究所，埃默里大学）
；
Department of Electrical and Computer Engineering, Duke University（电气与计算机工程系，杜克大学）
；
Department of Computer Science and Informatics, Emory University（计算机科学与信息学系，埃默里大学）
；
Department of Materials Science & Engineering, Nuclear Engineering Program, University of Florida（材料科学与工程系、核工程项目，佛罗里达大学）
Towards Brain MRI Foundation Models for the Clinic: Findings from the FOMO25 Challenge
面向临床的大脑MRI基础模型：来自FOMO25挑战赛的发现
Asbjørn Munk, Stefano Cerri, Vardan Nersesjan, Christian Hedeager Krag, Jakob Ambsdorf, Pablo Rocamora García, Julia Machnio, Peirong Liu, Suhyun Ahn, Nasrin Akbari, Yasmina Al Khalil, Kimberly Amador, Sina Amirrajab, Tal Arbel, Meritxell Bach Cuadra, Ujjwal Baid, Bhakti Baheti, Jaume Banus, Kamil Barbierik, Christoph Brune, Yansong Bu, Baptiste Callard, Yuhan Chen, Cornelius Crijnen, Corentin Dancette, Peter Drotar, Prasad Dutande, Nils D. Forkert, Saurabh Garg, Jakub Gazda, Matej Gazda, Benoît Gérin, Partha Ghosh, Weikang Gong, Pedro M. Gordaliza, Sam Hashemi, Tobias Heimann, Fucang Jia, Jiexin Jiang, Emily Kaczmarek, Chris Kang, Seung Kwan Kang, Mohammad Khazaei, Julien Khlaut, Petros Koutsouvelis, Jae Sung Lee, Yuchong Li, Mengye Lyu, Mingchen Ma, Anant Madabhushi, Klaus H. Maier-Hein, Pierre Manceron, Andrés Martínez Mora, Moona Mazher, Felix Meister, Nataliia Molchanova, Steven A. Niederer, Leonard Nürnberg, Jinah Park, Abdul Qayyum, Jonas Richiardi, Antoine Saporta, Branislav Setlak, Ning Shen, Justin Szeto, Constantin Ulrich, Puru Vaish, Vibujithan Vigneshwaran, Leroy Volmer, Zihao Wang, Siqi Wei, Anthony Winder, Jelmer M. Wolterink, Maxence Wynen, Chang Yang, Si Young Yie, Mostafa Mehdipour Ghazi, Akshay Pai, Espen Jimenez Solem, Sebastian Nørgaard Llambias, Mikael Boesen, Michael Eriksen Benros, Juan Eugenio Iglesias, Mads Nielsen
机构
*
organization= Department of Computer Science, University of Copenhagen , city= Copenhagen , country= Denmark
；
organization= Pioneer Centre for AI , city= Copenhagen , country= Denmark
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organization= Copenhagen Research Centre for Biological
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Precision Psychiatry, Mental Health Centre Copenhagen, Copenhagen University Hospital , region= Capital Region of Denmark , city= Copenhagen , country= Denmark
；
organization= Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital
；
Harvard Medical School , city= Boston , state= Massachusetts , country= USA
；
Artificial Intelligence Laboratory, Massachusetts Institute of Technology , city= Boston , state= Massachusetts , country= USA
；
organization= Johns Hopkins University , city= Baltimore , state= Maryland , country= USA
；
organization= Radiological AI Testcenter (RAIT) , region= Capital Region of Denmark , city= Copenhagen , country= Denmark
；
organization= Copenhagen University Hospital, Rigshospitalet , region= Capital Region of Denmark , city= Copenhagen , country= Denmark
；
organization= Copenhagen University Hospital, Bispebjerg \& Frederiksberg Hospital , region= Capital Region of Denmark , city= Copenhagen , country= Denmark
；
organization= Department of Clinical Medicine, Faculty of Health
；
Medical Sciences, University of Copenhagen , city= Copenhagen , country= Denmark
；
organization= Division of Medical Image Computing, German Cancer Research Center (DKFZ) , city= Heidelberg , country= Germany
；
organization= University of British Columbia , city= Vancouver , state= British Columbia , country= Canada
；
organization= Hawkes Institute, Department of Computer Science, University College London , city= London , country= United Kingdom
；
Lung Institute, Faculty of Medicine, Imperial College London , city= London , country= United Kingdom
；
organization= Department of Applied Mathematics, Technical Medical Centre, University of Twente , city= Enschede , country= Netherlands
；
organization= IISLAB, Technical University of Košice , city= Košice , country= Slovakia
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organization= 2nd Department of Internal Medicine, Pavol Jozef Safarik University
；
L Pasteur University Hospital , city= Košice , country= Slovakia
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organization= Fudan University , city= Shanghai , country= China
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organization= Shenzhen Technology University , city= Shenzhen , country= China
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organization= Department of Radiology, Lausanne University Hospital
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University of Lausanne , city= Lausanne , country= Switzerland
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organization= Louvain Neuroinflammation Imaging Lab (NIL), Université Catholique de Louvain , city= Brussels , country= Belgium
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organization= University of Applied Sciences
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organization= CIBM Center for Biomedical Imaging , city= Lausanne , country= Switzerland
；
organization= Department of Radiation Oncology (Maastro), GROW Research Institute for Oncology
；
Reproduction, Maastricht University Medical Centre+ , city= Maastricht , country= The Netherlands
；
organization= Department of Biomedical Engineering, Medical Image Analysis, Eindhoven University of Technology , city= Eindhoven , country= The Netherlands
；
organization= Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences , city= Shenzhen , country= China
；
organization= McGill University
；
Mila - Quebec AI Institute , city= Montreal , country= Canada
；
organization= Hotchkiss Brain Institute
；
Department of Radiology, University of Calgary , city= Calgary , state= Alberta , country= Canada
；
organization= Department of Radiology, University of Calgary , city= Calgary , state= Alberta , country= Canada
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organization= Alberta Children's Hospital Research Institute, Department of Clinical Neuroscience, University of Calgary , city= Calgary , state= Alberta , country= Canada
；
organization= The Wallace H. Coulter Department of Biomedical Engineering, Georgia Tech
；
Emory University , city= Atlanta , state= Georgia , country= USA
；
organization= SGGS College of Engineering
；
organization= Seoul National University , city= Seoul , country= South Korea
；
organization= The D-Lab, Department of Precision Medicine, GROW Research Institute for Oncology
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Reproduction, Maastricht University , city= Maastricht , country= The Netherlands
；
organization= Artificial Intelligence in Medicine (AIM) Program, Mass General Brigham, Harvard Medical School , city= Boston , state= Massachusetts , country= USA
；
Nuclear Medicine, CARIM \& GROW, Maastricht University , city= Maastricht , country= The Netherlands
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organization= Department of Radiation Oncology, Dana-Farber Cancer Institute, Brigham
；
Women’s Hospital, Harvard Medical School , city= Boston , state= Massachusetts , country= USA
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Learning Group, Heidelberg University Hospital , city= Heidelberg , country= Germany
Few-Shot Left Atrial Wall Segmentation in 3D LGE MRI via Meta-Learning
基于元学习的3D LGE MRI左心房壁少样本分割
Yusri Al-Sanaani, Rebecca Thornhill, Pablo Nery, Elena Pena, Robert deKemp, Calum Redpath, David Birnie, Sreeraman Rajan
机构
*
Department of Systems and Computer Engineering, Carleton University（系统与计算机工程系，卡尔顿大学）
；
Department of Radiology, Radiation Oncology, and Medical Physics, University of Ottawa（放射科、放射肿瘤学与医学物理系，渥太华大学）
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Division of Cardiology, Department of Medicine, University of Ottawa Heart Institute（心内科，医学系，渥太华心脏研究所）
Robustness of breast lesion segmentation under MRI undersampling improves with k-space-aware deep learning
在MRI欠采样下，基于k空间的深度学习改进了乳腺病变分割的鲁棒性
Lukas T. Rotkopf, Marco Schlimbach, Julius C. Holzschuh, Heinz-Peter Schlemmer, Jens Kleesiek, Moritz Rempe
机构
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Institute for AI in Medicine (IKIM), University Hospital Essen（人工智能医学研究所（IKIM），埃森大学医院）
；
Department of Physics, Technical University Dortmund（物理系，多特蒙德技术大学）
；
Division of Radiology, German Cancer Research Center (DKFZ)（放射学部，德国癌症研究中心（DKFZ））
；
Cancer Research Center Cologne Essen (CCCE), University Medicine Essen（科隆埃森癌症研究中心（CCCE），埃森大学医学中心）
；
RACOON Study Group, Site Essen（RACOON研究组，埃森站点）
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German Cancer Consortium (DKTK), Partner Site Essen（德国癌症联合会（DKTK），埃森合作伙伴站点）
；
Medical Faculty and Faculty of Computer Science, University of Duisburg-Essen（医学系和计算机科学系，杜伊斯堡-埃森大学）
Machine learning prediction of obstructive coronary artery disease using opportunistic coronary calcium and epicardial fat assessments from CT calcium scoring scans
利用CT钙扫描中的机会性冠状动脉钙化和心外膜脂肪评估进行阻塞性冠状动脉疾病的机器学习预测
Juhwan Lee, Ammar Hoori, Tao Hu, Justin N. Kim, Mohamed H. E. Makhlouf, Michelle C. Williams, David E. Newby, Robert Gilkeson, Sanjay Rajagopalan, David L. Wilson
机构
*
Department of Biomedical Engineering, Virginia Commonwealth University（弗吉尼亚联邦大学生物医学工程系）
；
Department of Biomedical Engineering, Case Western Reserve University（凯斯西储大学生物医学工程系）
；
Harrington Heart and Vascular Institute, University Hospitals Cleveland Medical Center（克利夫兰医学中心哈灵顿心脏和血管研究所）
；
BHF Centre for Cardiovascular Science, University of Edinburgh（爱丁堡大学BHF心血管科学中心）
；
Department of Radiology, Case Western Reserve University（凯斯西储大学放射学系）
EPC-3D-Diff: Equivariant Physics Consistent Conditional 3D Latent Diffusion for CBCT to CT Synthesis
EPC-3D-Diff: 基于CBCT到CT合成的等价物理一致条件3D潜在扩散模型
Alzahra Altalib, Chunhui Li, Haytham Al Ewaidat, Khaled Alawneh, Ahmad Qendel, Alessandro Perelli
机构
*
School of Science and Engineering, University of Dundee UK（邓迪大学科学与工程学院）
；
Faculty of Applied Sciences, Jordan University of Science and Technology（约旦科学技术大学应用科学学院）
；
Experia Healthcare, Jordan（约旦Experia医疗）
；
School of Cardiovascular and Metabolic Health, University of Glasgow UK（格拉斯哥大学心血管与代谢健康学院）
Speech-Guided Multimodal Learning for Vocal Tract Segmentation in Real-Time MRI
基于语音引导的多模态学习用于实时MRI中的声道分割
Daiqi Liu, Lukas Mulzer, Md Hasan, Nyvenn de Castro, Fangxu Xing, Xingjian Kang, Chengze Ye, Siyuan Mei, Yipeng Sun, Tomás Arias-Vergara, Jana Hutter, Jonghye Woo, Andreas Maier, Paula Andrea Pérez-Toro
机构
*
Harvard Medical School / Massachusetts General Hospital（哈佛医学院/麻省总医院）
；
Institute for Information Processing, Leibniz University Hannover（汉诺威莱布尼茨信息处理研究所）
；
GITA Lab, Facultad de Ingeniería. Universidad de Antioquia UdeA（安提奥基亚大学工程学院GITA实验室）
机构
*
Shanghai Key Lab of Intelligent Information Processing, College of Computer Science and Artificial Intelligence, Fudan University（上海智能信息处理关键实验室，计算机科学与人工智能学院，复旦大学）
；
Institute of Science and Technology for Brain-inspired Intelligence, Fudan University（脑启发式智能科学技术研究院，复旦大学）
；
College of Computer Science and Technology, Qingdao University（计算机科学与技术学院，青岛大学）
；
Department of Oral Maxillofacial Head and Neck Oncology, Shanghai Ninth People’s Hospital, Shanghai Jiao Tong University School of Medicine（口腔颌面头颈肿瘤科，上海第九人民医院，上海交通大学医学院）
；
School of Cyber Science and Engineering, Sichuan University（网络科学与工程学院，四川大学）
Statistical Hand Shape Modeling from Clinical CT Scans Using Deep Learning and Implicit Skinning
基于深度学习和隐式皮肤的临床CT扫描中手部形状统计建模
Gokce Guven, Hasan Fehmi Ates, Deniz Karasahin, Kaan Erdogan
机构
*
Dept. of Computer Science and Engineering（计算机科学与工程系）
；
Özyeğin University（奥兹耶尼大学）
；
Dept. of Artificial Intelligence and Data Engineering（人工智能与数据工程系）
；
Osteoid Inc.（Osteoid公司）
TriALS: Triphasic-Aided Liver Lesion Segmentation Benchmark in Non-Contrast CT
TriALS: 三相辅助非增强CT肝脏病变分割基准
Marawan Elbatel, Mohamed Ghonim, Jiaji Mao, Zhuosheng Lin, Katharina Eckstein, Andrés Martínez Mora, Jonathan Deissler, Maximilian Rokuss, Constantin Ulrich, Zdravko Marinov, Wenhui Deng, Baoxun Li, Huijun Hu, Jun Shen, Mohanad Ghonim, Khadiga Omar Nassar, Mariam Elbakry, Menna Dyab, Amr Muhammad Abdo Salem, Nouran Elghitany, Noha Elghitany, Yi Qin, Xuanqi Huang, Haonan Wang, Shao-Woo Yen, Ahmed Elghamry Saba, Salma Ahmad, Xinyan Fang, Jiahao Zhang, Xiaodi Wang, Xinghua Ma, Gongning Luo, Jessica C. Delmoral, João Manuel R. S. Tavares, Ankan Deria, Adinath Dukre, Yutong Xie, Imran Razzak, Dongwook Kim, Matthew Choi, Hanxiao Zhang, Minghui Zhang, Xin You, Abdul Qayyum, Steven A. Niederer, Moona Mazher, Rachika E. Hamadache, Ricardo Montoya-del-Angel, Robert Martí, Xavier Lladó, Toufiq Musah, Livingstone Eli Ayivor, Enrique Almar-Munoz, Agnes Mayr, Kaouther Mouheb, Esther E. Bron, Stefan Klein, Ahmed Abouelhoda, Amira Adel, Susan Adil Ali, Rainer Stiefelhagen, Klaus H. Maier-Hein, Fabian Isensee, Aya Yassin, Xiaomeng Li
机构
*
Department of Electronic and Computer Engineering, The Hong Kong University of Science and Technology（香港理工大学电子与计算机工程系）
；
AI Center of Excellence, Ain Shams University（爱思明大学人工智能中心）
；
Department of Radiology, Ain Shams University（爱思明大学放射科）
；
Department of Radiology, Guangdong Provincial Key Laboratory of Malignant Tumor Epigenetics and Gene Regulation, Sun Yat-Sen Memorial Hospital, Sun Yat-Sen University（广东省恶性肿瘤表观遗传与基因调控重点实验室，中山大学孙逸仙纪念医院放射科）
；
Nanfang Hospital, Southern Medical University（南方医科大学南华医院）
；
Division of Medical Image Computing, German Cancer Research Center (DKFZ), Heidelberg, Germany（德国癌症研究中心（DKFZ）医学影像计算部，海德堡，德国）
；
Medical Faculty Heidelberg, Heidelberg University（海德堡大学医学院）
；
Faculty of Mathematics and Computer Science, Heidelberg University（海德堡大学数学与计算机科学学院）
；
Karlsruhe Institute of Technology（卡尔斯鲁厄理工学院）
