医学 AI

Multi-modal Vision Pre-training for Medical Image Analysis

Shaohao Rui, Lingzhi Chen, Zhenyu Tang, Lilong Wang, Mianxin Liu, Shaoting Zhang, Xiaosong Wang

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

Journal ref CVPR2025

Unpaired Translation of Chest X-ray Images for Lung Opacity Diagnosis via Adaptive Activation Masks and Cross-Domain Alignment

Junzhi Ning, Dominic Marshall, Yijian Gao, Xiaodan Xing Yang Nan, Yingying Fang, Sheng Zhang, Matthieu Komorowski, Guang Yang

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

3D Convolutional Neural Networks for Improved Detection of Intracranial bleeding in CT Imaging

Bargava Subramanian, Naveen Kumarasami, Praveen Shastry, Kalyan Sivasailam, Anandakumar D, Elakkiya R, Harsha KG, Rithanya V, Harini T, Afshin Hussain, Kishore Prasath Venkatesh

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

Comments 12 pages,4 figures

ZECO: ZeroFusion Guided 3D MRI Conditional Generation

Feiran Wang, Bin Duan, Jiachen Tao, Nikhil Sharma, Dawen Cai, Yan Yan

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

Comments Project page: \url{https://brack-wang.github.io/ZECO_web/}; Github Code: \url{https://github.com/Brack-Wang/ZECO}

Cross-Modal Interactive Perception Network with Mamba for Lung Tumor Segmentation in PET-CT Images

Jie Mei, Chenyu Lin, Yu Qiu, Yaonan Wang, Hui Zhang, Ziyang Wang, Dong Dai

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

Comments Accepted to CVPR 2025

Feasibility study for reconstruction of knee MRI from one corresponding X-ray via CNN

Zhe Wang, Aladine Chetouani, Rachid Jennane

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

A Continual Learning-driven Model for Accurate and Generalizable Segmentation of Clinically Comprehensive and Fine-grained Whole-body Anatomies in CT

Dazhou Guo, Zhanghexuan Ji, Yanzhou Su, Dandan Zheng, Heng Guo, Puyang Wang, Ke Yan, Yirui Wang, Qinji Yu, Zi Li, Minfeng Xu, Jianfeng Zhang, Haoshen Li, Jia Ge, Tsung-Ying Ho, Bing-Shen Huang, Tashan Ai, Kuaile Zhao, Na Shen, Qifeng Wang, Yun Bian, Tingyu Wu, Peng Du, Hua Zhang, Feng-Ming Kong, Alan L. Yuille, Cher Heng Tan, Chunyan Miao, Perry J. Pickhardt, Senxiang Yan, Ronald M. Summers, Le Lu, Dakai Jin, Xianghua Ye

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

Continuous K-space Recovery Network with Image Guidance for Fast MRI Reconstruction

Yucong Meng, Zhiwei Yang, Minghong Duan, Yonghong Shi, Zhijian Song

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

QuickDraw: Fast Visualization, Analysis and Active Learning for Medical Image Segmentation

Daniel Syomichev, Padmini Gopinath, Guang-Lin Wei, Eric Chang, Ian Gordon, Amanuel Seifu, Rahul Pemmaraju, Neehar Peri, James Purtilo

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

Comments The first two authors contributed equally. The last three authors advised equally. This work has been accepted to the International Conference on Human Computer Interaction (HCII) 2025

Interactive Medical Image Analysis with Concept-based Similarity Reasoning

Ta Duc Huy, Sen Kim Tran, Phan Nguyen, Nguyen Hoang Tran, Tran Bao Sam, Anton van den Hengel, Zhibin Liao, Johan W. Verjans, Minh-Son To, Vu Minh Hieu Phan

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

Comments Accepted CVPR2025

Journal ref CVPR 2025

AtlasSeg: Atlas Prior Guided Dual-U-Net for Cortical Segmentation in Fetal Brain MRI

Haoan Xu, Tianshu Zheng, Xinyi Xu, Yao Shen, Jiwei Sun, Cong Sun, Guangbin Wang, Zhaopeng Cui, Dan Wu

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

Interactive Segmentation and Report Generation for CT Images

Yannian Gu, Wenhui Lei, Hanyu Chen, Xiaofan Zhang, Shaoting Zhang

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

Interactive Gadolinium-Free MRI Synthesis: A Transformer with Localization Prompt Learning

Linhao Li, Changhui Su, Yu Guo, Huimao Zhang, Dong Liang, Kun Shang

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

NCF: Neural Correspondence Field for Medical Image Registration

Lei Zhou, Nimu Yuan, Katjana Ehrlich, Jinyi Qi

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

A Non-contrast Head CT Foundation Model for Comprehensive Neuro-Trauma Triage

Youngjin Yoo, Bogdan Georgescu, Yanbo Zhang, Sasa Grbic, Han Liu, Gabriela D. Aldea, Thomas J. Re, Jyotipriya Das, Poikavila Ullaskrishnan, Eva Eibenberger, Andrei Chekkoury, Uttam K. Bodanapally, Savvas Nicolaou, Pina C. Sanelli, Thomas J. Schroeppel, Yvonne W. Lui, Eli Gibson

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

RELICT: A Replica Detection Framework for Medical Image Generation

Orhun Utku Aydin, Alexander Koch, Adam Hilbert, Jana Rieger, Felix Lohrke, Fujimaro Ishida, Satoru Tanioka, Dietmar Frey

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

PFCM: Poisson flow consistency models for low-dose CT image denoising

Dennis Hein, Grant Stevens, Adam Wang, Ge Wang

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

Towards Virtual Clinical Trials of Radiology AI with Conditional Generative Modeling

Benjamin D. Killeen, Bohua Wan, Aditya V. Kulkarni, Nathan Drenkow, Michael Oberst, Paul H. Yi, Mathias Unberath

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

Comments 35 pages

Intensity-Spatial Dual Masked Autoencoder for Multi-Scale Feature Learning in Chest CT Segmentation

Yuexing Ding, Jun Wang, Hongbing Lyu

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

Comments During further verification, we found that due to operational errors, a small number of images in the dataset used for training appeared in the validation set, which led to inaccurate main conclusions. We are correcting these problems and plan to withdraw this paper.

Multi-Scale Feature Fusion with Image-Driven Spatial Integration for Left Atrium Segmentation from Cardiac MRI Images

Bipasha Kundu, Zixin Yang, Richard Simon, Cristian Linte

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

Synthetic Poisoning Attacks: The Impact of Poisoned MRI Image on U-Net Brain Tumor Segmentation

Tianhao Li, Tianyu Zeng, Yujia Zheng, Chulong Zhang, Jingyu Lu, Haotian Huang, Chuangxin Chu, Fang-Fang Yin, Zhenyu Yang

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

UD-Mamba: A pixel-level uncertainty-driven Mamba model for medical image segmentation

Weiren Zhao, Feng Wang, Yanran Wang, Yutong Xie, Qi Wu, Yuyin Zhou

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

Comments 19 pages

Multibranch Generative Models for Multichannel Imaging with an Application to PET/CT Synergistic Reconstruction

Noel Jeffrey Pinton, Alexandre Bousse, Catherine Cheze-Le-Rest, Dimitris Visvikis

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

Comments 12 pages, 17 figures, 2 tables, submitted to IEEE TRPMS

Patch Triplet Similarity Purification for Guided Real-World Low-Dose CT Image Denoising

Junhao Long, Fengwei Yang, Juncheng Yan, Baoping Zhang, Chao Jin, Jian Yang, Changliang Zou, Jun Xu

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

Radiologist-in-the-Loop Self-Training for Generalizable CT Metal Artifact Reduction

Chenglong Ma, Zilong Li, Yuanlin Li, Jing Han, Junping Zhang, Yi Zhang, Jiannan Liu, Hongming Shan

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

Comments IEEE TMI 2025

Synthesizing Late-Stage Contrast Enhancement in Breast MRI: A Comprehensive Pipeline Leveraging Temporal Contrast Enhancement Dynamics

Ruben D. Fonnegra, Maria Liliana Hernández, Juan C. Caicedo, Gloria M. Díaz

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

PARASIDE: An Automatic Paranasal Sinus Segmentation and Structure Analysis Tool for MRI

Hendrik Möller, Lukas Krautschick, Matan Atad, Robert Graf, Chia-Jung Busch, Achim Beule, Christian Scharf, Lars Kaderali, Bjoern Menze, Daniel Rueckert, Jan Kirschke, Fabian Schwitzing

专题命中 医学影像 ：MRI(title,abstract)；radiology(abstract)；分类 cs.CV、cs.LG

Leveraging Multiphase CT for Quality Enhancement of Portal Venous CT: Utility for Pancreas Segmentation

Xinya Wang, Tejas Sudharshan Mathai, Boah Kim, Ronald M. Summers

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

Comments ISBI 2025

VIS-MAE: An Efficient Self-supervised Learning Approach on Medical Image Segmentation and Classification

Zelong Liu, Andrew Tieu, Nikhil Patel, Georgios Soultanidis, Louisa Deyer, Ying Wang, Sean Huver, Alexander Zhou, Yunhao Mei, Zahi A. Fayad, Timothy Deyer, Xueyan Mei

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

Comments Accepted at MLMI@MICCAI (Workshop on Machine Learning in Medical Imaging at MICCAI 2024))

Journal ref 15th International Workshop, MLMI 2024, Held in Conjunction with MICCAI 2024

Deep Learning for Early Alzheimer Disease Detection with MRI Scans

Mohammad Rafsan, Tamer Oraby, Upal Roy, Sanjeev Kumar, Hansapani Rodrigo

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