医学 AI

Foundation Model for Whole-Heart Segmentation: Leveraging Student-Teacher Learning in Multi-Modal Medical Imaging

Abdul Qayyum, Moona Mazher, Devran Ugurlu, Jose Alonso Solis Lemus, Cristobal Rodero, Steven A Niederer

专题命中 医学影像 ：medical image(abstract)；MRI(abstract)；CT(abstract)；分类 cs.CV、eess.IV

SupReMix: Supervised Contrastive Learning for Medical Imaging Regression with Mixup

Yilei Wu, Zijian Dong, Chongyao Chen, Wangchunshu Zhou, Juan Helen Zhou

机构 * Yong Loo Lin School of Medicine, National University of Singapore（杨潞龄医学院，新加坡国立大学） ； National University of Singapore（新加坡国立大学） ； Duke University（杜克大学） ； ETH Zurich（苏黎世联邦理工学院） 纠错

专题命中 医学影像 ：medical image(abstract)；MRI(abstract)；diagnosis(abstract)；分类 cs.CV、cs.LG

Comments The first two authors equally contributed to this work. Previously titled "Mixup Your Own Pair", content extended and revised

X2CT-CLIP: Enable Multi-Abnormality Detection in Computed Tomography from Chest Radiography via Tri-Modal Contrastive Learning

Jianzhong You, Yuan Gao, Sangwook Kim, Chris Mcintosh

机构 * Peter Munk Cardiac Centre（彼得·芒克心脏中心） ； University Health Network (UHN)（大学健康网络） ； University of Toronto (U of T)（多伦多大学） ； Ted Rogers Centre for Heart Research（泰德·罗杰斯心脏研究中心） ； Toronto General Hospital Research Institute（多伦多综合医院研究所） ； Vector Institute（矢量研究所） 纠错

专题命中 医学影像 ：CT(abstract)；diagnosis(abstract)；radiology(abstract)；分类 cs.CV、cs.LG

Comments 11 pages, 1 figure, 5 tables

Vision Foundation Models for Computed Tomography

Suraj Pai, Ibrahim Hadzic, Dennis Bontempi, Keno Bressem, Benjamin H. Kann, Andriy Fedorov, Raymond H. Mak, Hugo J. W. L. Aerts

专题命中 医学影像 ：medical image(abstract)；CT(abstract)；radiology(abstract)；分类 cs.CV、eess.IV

Comments 6 figures, followed by 9 Extended Data Figures and a Supplementary Information document

Deep learning approaches to surgical video segmentation and object detection: A Scoping Review

Devanish N. Kamtam, Joseph B. Shrager, Satya Deepya Malla, Nicole Lin, Juan J. Cardona, Jake J. Kim, Clarence Hu

专题命中 医学影像 ：pathology(abstract)；radiology(abstract)；biomedical(abstract)；分类 cs.CV、eess.IV

Comments 38 pages, 2 figures

A Novel Convolutional-Free Method for 3D Medical Imaging Segmentation

Canxuan Gang

机构 * AI Geeks 纠错

专题命中 医学影像 ：medical image(abstract)；CT(abstract)；diagnosis(abstract)；分类 cs.CV、eess.IV

Comments technical report

PixelShuffler: A Simple Image Translation Through Pixel Rearrangement

Omar Zamzam

机构 * University of Southern California（南加州大学） 纠错

专题命中 医学影像 ：medical image(abstract)；MRI(abstract)；CT(abstract)；分类 cs.CV、eess.IV

MedFocusCLIP : Improving few shot classification in medical datasets using pixel wise attention

Aadya Arora, Vinay Namboodiri

机构 * Indian Institute Of Technology Gandhinagar（印度理工学院甘地纳格尔分校） ； University Of Bath（巴斯大学） 纠错

专题命中 医学影像 ：medical image(abstract)；MRI(abstract)；CT(abstract)；分类 cs.CV、eess.IV

7 Tesla multimodal MRI dataset of ex-vivo human brain

Qinfeng Zhu, Sihui Li, Zuozhen Cao, Yao Shen, Haoan Xu, Guojun Xu, Haotian Li, Keqing Zhu, Zhiyong Zhao, Jing Zhang, Dan Wu

专题命中 医学影像 ：MRI(title,abstract)；分类 q-bio

Reconstruction of 3D lumbar spine models from incomplete segmentations using landmark detection

Lara Blomenkamp, Ivanna Kramer, Sabine Bauer, Kevin Weirauch, Dietrich Paulus

机构 * University of Koblenz（科布伦茨大学） ； Institute for Computational Visualistics（计算视觉研究所） ； Institute for Medical Technology and Information Processing（医学技术与信息处理研究所） 纠错

专题命中 医学影像 ：medical image(abstract)；MRI(abstract)；biomedical(abstract)；分类 cs.CV、eess.IV

TomoGRAF: A Robust and Generalizable Reconstruction Network for Single-View Computed Tomography

Di Xu, Yang Yang, Hengjie Liu, Qihui Lyu, Martina Descovich, Dan Ruan, Ke Sheng

专题命中 医学影像 ：medical image(abstract)；CT(abstract)；radiology(abstract)；分类 cs.CV、eess.IV

Rigid Single-Slice-in-Volume registration via rotation-equivariant 2D/3D feature matching

Stefan Brandstätter, Philipp Seeböck, Christoph Fürböck, Svitlana Pochepnia, Helmut Prosch, Georg Langs

专题命中 医学影像 ：MRI(abstract)；CT(abstract)；diagnosis(abstract)；分类 cs.CV、cs.LG

Explicit Differentiable Slicing and Global Deformation for Cardiac Mesh Reconstruction

Yihao Luo, Dario Sesia, Fanwen Wang, Yinzhe Wu, Wenhao Ding, Jiahao Huang, Fadong Shi, Anoop Shah, Amit Kaural, Jamil Mayet, Guang Yang, ChoonHwai Yap

专题命中 医学影像 ：medical image(abstract)；MRI(abstract)；CT(abstract)；分类 cs.CV、eess.IV

Back-in-Time Diffusion: Unsupervised Detection of Medical Deepfakes

Fred Grabovski, Lior Yasur, Guy Amit, Yisroel Mirsky

专题命中 医学影像 ：medical image(abstract)；MRI(abstract)；CT(abstract)；分类 cs.CV、eess.IV

Preserving Cardiac Integrity: A Topology-Infused Approach to Whole Heart Segmentation

Chenyu Zhang, Wenxue Guan, Xiaodan Xing, Guang Yang

专题命中 医学影像 ：MRI(abstract)；CT(abstract)；diagnosis(abstract)；分类 cs.CV、eess.IV

MedImageInsight: An Open-Source Embedding Model for General Domain Medical Imaging

Noel C. F. Codella, Ying Jin, Shrey Jain, Yu Gu, Ho Hin Lee, Asma Ben Abacha, Alberto Santamaria-Pang, Will Guyman, Naiteek Sangani, Sheng Zhang, Hoifung Poon, Stephanie Hyland, Shruthi Bannur, Javier Alvarez-Valle, Xue Li, John Garrett, Alan McMillan, Gaurav Rajguru, Madhu Maddi, Nilesh Vijayrania, Rehaan Bhimai, Nick Mecklenburg, Rupal Jain, Daniel Holstein, Naveen Gaur, Vijay Aski, Jenq-Neng Hwang, Thomas Lin, Ivan Tarapov, Matthew Lungren, Mu Wei

专题命中 医学影像 ：medical image(abstract)；MRI(abstract)；CT(abstract)；分类 cs.CV、eess.IV

Seizure freedom after surgical resection of diffusion-weighted MRI abnormalities

Jonathan Horsley, Gerard Hall, Callum Simpson, Csaba Kozma, Rhys Thomas, Yujiang Wang, Jane de Tisi, Anna Miserocchi, Andrew McEvoy, Sjoerd Vos, Gavin Winston, John Duncan, Peter Taylor

专题命中 医学影像 ：MRI(title,abstract)；分类 q-bio

The Impact of Scanner Domain Shift on Deep Learning Performance in Medical Imaging: an Experimental Study

Brian Guo, Darui Lu, Gregory Szumel, Rongze Gui, Tingyu Wang, Nicholas Konz, Maciej A. Mazurowski

专题命中 医学影像 ：medical image(abstract)；MRI(abstract)；CT(abstract)；分类 cs.CV、eess.IV

Detection of pulmonary pathologies using convolutional neural networks, Data Augmentation, ResNet50 and Vision Transformers

Pablo Ramirez Amador, Dinarle Milagro Ortega, Arnold Cesarano

专题命中 医学影像 ：medical image(abstract)；CT(abstract)；diagnosis(abstract)；分类 cs.CV、eess.IV

Comments 10 pages

Deep Learning-based Unsupervised Domain Adaptation via a Unified Model for Prostate Lesion Detection Using Multisite Bi-parametric MRI Datasets

Hao Li, Han Liu, Heinrich von Busch, Robert Grimm, Henkjan Huisman, Angela Tong, David Winkel, Tobias Penzkofer, Ivan Shabunin, Moon Hyung Choi, Qingsong Yang, Dieter Szolar, Steven Shea, Fergus Coakley, Mukesh Harisinghani, Ipek Oguz, Dorin Comaniciu, Ali Kamen, Bin Lou

专题命中 医学影像 ：MRI(title)；radiology(comments,journal_ref)；分类 cs.CV、eess.IV

Comments Accept at Radiology: Artificial Intelligence. Journal reference and external DOI will be added once published

Journal ref Radiology: Artificial Intelligence 2024;6(5):e230521

Investigation of Electrical Conductivity Changes during Brain Functional Activity in 3T MRI

Kyu-Jin Jung, Chuanjiang Cui, Soo-Hyung Lee, Chan-Hee Park, Ji-Won Chun, Dong-Hyun Kim

专题命中 医学影像 ：MRI(title,abstract)；分类 q-bio

SpineMamba: Enhancing 3D Spinal Segmentation in Clinical Imaging through Residual Visual Mamba Layers and Shape Priors

Zhiqing Zhang, Tianyong Liu, Guojia Fan, Bin Li, Qianjin Feng, Shoujun Zhou

专题命中 医学影像 ：medical image(abstract)；CT(abstract)；diagnosis(abstract)；分类 cs.CV、eess.IV

Comments 17 pages, 11 figures

Channel Boosted CNN-Transformer-based Multi-Level and Multi-Scale Nuclei Segmentation

Zunaira Rauf, Abdul Rehman Khan, Asifullah Khan

专题命中 医学影像 ：medical image(abstract)；pathology(abstract)；diagnosis(abstract)；分类 cs.CV、eess.IV

SPOCKMIP: Segmentation of Vessels in MRAs with Enhanced Continuity using Maximum Intensity Projection as Loss

Chethan Radhakrishna, Karthikesh Varma Chintalapati, Sri Chandana Hudukula Ram Kumar, Raviteja Sutrave, Hendrik Mattern, Oliver Speck, Andreas Nürnberger, Soumick Chatterjee

专题命中 医学影像 ：medical image(abstract)；diagnosis(abstract)；biomedical(abstract)；分类 cs.LG、eess.IV

Hunting imaging biomarkers in pulmonary fibrosis: Benchmarks of the AIIB23 challenge

Yang Nan, Xiaodan Xing, Shiyi Wang, Zeyu Tang, Federico N Felder, Sheng Zhang, Roberta Eufrasia Ledda, Xiaoliu Ding, Ruiqi Yu, Weiping Liu, Feng Shi, Tianyang Sun, Zehong Cao, Minghui Zhang, Yun Gu, Hanxiao Zhang, Jian Gao, Pingyu Wang, Wen Tang, Pengxin Yu, Han Kang, Junqiang Chen, Xing Lu, Boyu Zhang, Michail Mamalakis, Francesco Prinzi, Gianluca Carlini, Lisa Cuneo, Abhirup Banerjee, Zhaohu Xing, Lei Zhu, Zacharia Mesbah, Dhruv Jain, Tsiry Mayet, Hongyu Yuan, Qing Lyu, Abdul Qayyum, Moona Mazher, Athol Wells, Simon LF Walsh, Guang Yang

专题命中 医学影像 ：medical image(abstract)；CT(abstract)；diagnosis(abstract)；分类 cs.CV、eess.IV

Comments 19 pages

An Empirical Study on the Fairness of Foundation Models for Multi-Organ Image Segmentation

Qin Li, Yizhe Zhang, Yan Li, Jun Lyu, Meng Liu, Longyu Sun, Mengting Sun, Qirong Li, Wenyue Mao, Xinran Wu, Yajing Zhang, Yinghua Chu, Shuo Wang, Chengyan Wang

专题命中 医学影像 ：medical image(abstract)；MRI(abstract)；CT(abstract)；分类 cs.CV、eess.IV

Comments Accepted to MICCAI-2024

Automated MRI Quality Assessment of Brain T1-weighted MRI in Clinical Data Warehouses: A Transfer Learning Approach Relying on Artefact Simulation

Sophie Loizillon, Simona Bottani, Stéphane Mabille, Yannick Jacob, Aurélien Maire, Sebastian Ströer, Didier Dormont, Olivier Colliot, Ninon Burgos

专题命中 医学影像 ：MRI(title)；biomedical(comments,journal_ref)；分类 cs.CV、eess.IV

Comments Accepted for publication at the Journal of Machine Learning for Biomedical Imaging (MELBA) https://melba-journal.org/2024:012

Journal ref Machine.Learning.for.Biomedical.Imaging. 2 (2024)

On the Feasibility of Deep Learning Classification from Raw Signal Data in Radiology, Ultrasonography and Electrophysiology

Szilard Enyedi

专题命中 医学影像 ：radiology(title,abstract)；分类 q-bio

Comments Updated 2024.04.14 17:49+3: accepted to the conference, so added IEEE copyright notice to the first page, as per "IEEE Publication Services and Products Board Operations Manual 2024"'s subsection 8.1.9. point D. 6 pages, 5 figures, 1 table, 56 references, submitted to AQTR 2024

Journal ref Proceedings of 2024 IEEE International Conference on Automation, Quality and Testing, Robotics (AQTR), May 2024, pp. 1-6

C^2RV: Cross-Regional and Cross-View Learning for Sparse-View CBCT Reconstruction

Yiqun Lin, Jiewen Yang, Hualiang Wang, Xinpeng Ding, Wei Zhao, Xiaomeng Li

专题命中 医学影像 ：CT(abstract)；diagnosis(abstract)；radiology(abstract)；分类 cs.CV、eess.IV

Comments Accepted to CVPR 2024

Shadow and Light: Digitally Reconstructed Radiographs for Disease Classification

Benjamin Hou, Qingqing Zhu, Tejas Sudarshan Mathai, Qiao Jin, Zhiyong Lu, Ronald M. Summers

专题命中 医学影像 ：CT(abstract)；pathology(abstract)；radiology(abstract)；分类 cs.CV、eess.IV