医学 AI

Accelerated Patient-specific Non-Cartesian MRI Reconstruction using Implicit Neural Representations

Di Xu, Hengjie Liu, Xin Miao, Daniel O'Connor, Jessica E. Scholey, Wensha Yang, Mary Feng, Michael Ohliger, Hui Lin, Dan Ruan, Yang Yang, Ke Sheng

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

Rethinking Few-Shot Medical Image Segmentation by SAM2: A Training-Free Framework with Augmentative Prompting and Dynamic Matching

Haiyue Zu, Jun Ge, Heting Xiao, Jile Xie, Zhangzhe Zhou, Yifan Meng, Jiayi Ni, Junjie Niu, Linlin Zhang, Li Ni, Huilin Yang

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

Neighboring Slice Noise2Noise: Self-Supervised Medical Image Denoising from Single Noisy Image Volume

Langrui Zhou, Ziteng Zhou, Xinyu Huang, Huiru Wang, Xiangyu Zhang, Guang Li

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

Enhancing SAM with Efficient Prompting and Preference Optimization for Semi-supervised Medical Image Segmentation

Aishik Konwer, Zhijian Yang, Erhan Bas, Cao Xiao, Prateek Prasanna, Parminder Bhatia, Taha Kass-Hout

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

Comments Accepted to CVPR 2025

MobileViM: A Light-weight and Dimension-independent Vision Mamba for 3D Medical Image Analysis

Wei Dai, Jun Liu

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

Comments The corresponding author disagrees with the manuscript submitted to arXiv

XLSTM-HVED: Cross-Modal Brain Tumor Segmentation and MRI Reconstruction Method Using Vision XLSTM and Heteromodal Variational Encoder-Decoder

Shenghao Zhu, Yifei Chen, Shuo Jiang, Weihong Chen, Chang Liu, Yuanhan Wang, Xu Chen, Yifan Ke, Feiwei Qin, Changmiao Wang, Zhu Zhu

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

Comments 5 pages, 2 figures

Journal ref ISBI 2025

CQ CNN: A Hybrid Classical Quantum Convolutional Neural Network for Alzheimer's Disease Detection Using Diffusion Generated and U Net Segmented 3D MRI

Mominul Islam, Mohammad Junayed Hasan, M. R. C. Mahdy

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

Comments Application of hybrid quantum-classical machine learning for (early stage) disease detection

Using Synthetic Images to Augment Small Medical Image Datasets

Minh H. Vu, Lorenzo Tronchin, Tufve Nyholm, Tommy Löfstedt

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

Comments 14 pages

Flow Matching for Medical Image Synthesis: Bridging the Gap Between Speed and Quality

Milad Yazdani, Yasamin Medghalchi, Pooria Ashrafian, Ilker Hacihaliloglu, Dena Shahriari

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

Delta-WKV: A Novel Meta-in-Context Learner for MRI Super-Resolution

Rongchang Lu, Bingcheng Liao, Haowen Hou, Jiahang Lv, Xin Hai

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

Comments This paper has been published to MICCAI 2025. Feel free to contact on nomodeset@qq.com

Autoregressive Medical Image Segmentation via Next-Scale Mask Prediction

Tao Chen, Chenhui Wang, Zhihao Chen, Hongming Shan

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

Comments 10 pages, 4 figures

SemiSAM+: Rethinking Semi-Supervised Medical Image Segmentation in the Era of Foundation Models

Yichi Zhang, Bohao Lv, Le Xue, Wenbo Zhang, Yuchen Liu, Yu Fu, Yuan Cheng, Yuan Qi

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

Exploring Patient Data Requirements in Training Effective AI Models for MRI-based Breast Cancer Classification

Solha Kang, Wesley De Neve, Francois Rameau, Utku Ozbulak

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

Comments Accepted for publication in MICCAI 2024 Deep Breast Workshop on AI and Imaging for Diagnostic and Treatment Challenges in Breast Care

Display Field-Of-View Agnostic Robust CT Kernel Synthesis Using Model-Based Deep Learning

Hemant Kumar Aggarwal, Antony Jerald, Phaneendra K. Yalavarthy, Rajesh Langoju, Bipul Das

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

Comments Accepted at IEEE ISBI 2025

Vision Foundation Models in Medical Image Analysis: Advances and Challenges

Pengchen Liang, Bin Pu, Haishan Huang, Yiwei Li, Hualiang Wang, Weibo Ma, Qing Chang

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

Comments 17 pages, 1 figure

Topology-Aware Wavelet Mamba for Airway Structure Segmentation in Postoperative Recurrent Nasopharyngeal Carcinoma CT Scans

Haishan Huang, Pengchen Liang, Naier Lin, Luxi Wang, Bin Pu, Jianguo Chen, Qing Chang, Xia Shen, Guo Ran

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

Comments 20 pages, 11 figures, 6 tables

Towards Patient-Specific Surgical Planning for Bicuspid Aortic Valve Repair: Fully Automated Segmentation of the Aortic Valve in 4D CT

Zaiyang Guo, Ningjun J Dong, Harold Litt, Natalie Yushkevich, Melanie Freas, Jessica Nunez, Victor Ferrari, Jilei Hao, Shir Goldfinger, Matthew A. Jolley, Joseph Bavaria, Nimesh Desai, Alison M. Pouch

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

Conditional diffusion model with spatial attention and latent embedding for medical image segmentation

Behzad Hejrati, Soumyanil Banerjee, Carri Glide-Hurst, Ming Dong

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

Comments 13 pages, 5 figures, 3 tables, Accepted in MICCAI 2024

MGFI-Net: A Multi-Grained Feature Integration Network for Enhanced Medical Image Segmentation

Yucheng Zeng

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

Regularization by Neural Style Transfer for MRI Field-Transfer Reconstruction with Limited Data

Guoyao Shen, Yancheng Zhu, Mengyu Li, Ryan McNaughton, Hernan Jara, Sean B. Andersson, Chad W. Farris, Stephan Anderson, Xin Zhang

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

Comments 27 pages, 9 figures, 3 tables, 1 algorithm chart

Color-Quality Invariance for Robust Medical Image Segmentation

Ravi Shah, Atsushi Fukuda, Quan Huu Cap

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

A Comprehensive Review of U-Net and Its Variants: Advances and Applications in Medical Image Segmentation

Wang Jiangtao, Nur Intan Raihana Ruhaiyem, Fu Panpan

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

Comments 36 pages,26 figures,7 tables

Multi-Scale Transformer Architecture for Accurate Medical Image Classification

Jiacheng Hu, Yanlin Xiang, Yang Lin, Junliang Du, Hanchao Zhang, Houze Liu

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

Unsupervised Self-Prior Embedding Neural Representation for Iterative Sparse-View CT Reconstruction

Xuanyu Tian, Lixuan Chen, Qing Wu, Chenhe Du, Jingjing Shi, Hongjiang Wei, Yuyao Zhang

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

Journal ref AAAI 2025

Self-Supervised Adversarial Diffusion Models for Fast MRI Reconstruction

Mojtaba Safari, Zach Eidex, Shaoyan Pan, Richard L. J. Qiu, Xiaofeng Yang

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

ARTInp: CBCT-to-CT Image Inpainting and Image Translation in Radiotherapy

Ricardo Coimbra Brioso, Leonardo Crespi, Andrea Seghetto, Damiano Dei, Nicola Lambri, Pietro Mancosu, Marta Scorsetti, Daniele Loiacono

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

multiGradICON: A Foundation Model for Multimodal Medical Image Registration

Basar Demir, Lin Tian, Thomas Hastings Greer, Roland Kwitt, Francois-Xavier Vialard, Raul San Jose Estepar, Sylvain Bouix, Richard Jarrett Rushmore, Ebrahim Ebrahim, Marc Niethammer

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

AAD-DCE: An Aggregated Multimodal Attention Mechanism for Early and Late Dynamic Contrast Enhanced Prostate MRI Synthesis

Divya Bharti, Sriprabha Ramanarayanan, Sadhana S, Kishore Kumar M, Keerthi Ram, Harsh Agarwal, Ramesh Venkatesan, Mohanasankar Sivaprakasam

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

Comments Accepted at ICASSP 2025

Test Time Training for 4D Medical Image Interpolation

Qikang Zhang, Yingjie Lei, Zihao Zheng, Ziyang Chen, Zhonghao Xie

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

Position Paper: Building Trust in Synthetic Data for Clinical AI

Krishan Agyakari Raja Babu, Supriti Mulay, Om Prabhu, Mohanasankar Sivaprakasam

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

Comments 7 pages, 8 figures (including sub-figures)