医学 AI

Medical SAM 2: Segment medical images as video via Segment Anything Model 2

Jiayuan Zhu, Abdullah Hamdi, Yunli Qi, Yueming Jin, Junde Wu

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

PePR: Performance Per Resource Unit as a Metric to Promote Small-Scale Deep Learning in Medical Image Analysis

Raghavendra Selvan, Bob Pepin, Christian Igel, Gabrielle Samuel, Erik B Dam

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

Comments Accepted to be published at the Northern Lights Deep Learning Conference (NLDL), 2025. Source code available at https://github.com/saintslab/PePR

Journal ref NLDL 2025: Proceedings of the 6th Northern Lights Deep Learning Conference (NLDL), PMLR 265, 2025

Robust Fiber Orientation Distribution Function Estimation Using Deep Constrained Spherical Deconvolution for Diffusion MRI

Tianyuan Yao, Francois Rheault, Leon Y Cai, Vishwesh nath, Zuhayr Asad, Nancy Newlin, Can Cui, Ruining Deng, Karthik Ramadass, Andrea Shafer, Susan Resnick, Kurt Schilling, Bennett A. Landman, Yuankai Huo

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

Comments 33 pages, 7 figures

Deep Guess acceleration for explainable image reconstruction in sparse-view CT

Elena Loli Piccolomini, Davide Evangelista, Elena Morotti

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

Enhanced Lung Cancer Survival Prediction using Semi-Supervised Pseudo-Labeling and Learning from Diverse PET/CT Datasets

Mohammad R. Salmanpour, Arman Gorji, Amin Mousavi, Ali Fathi Jouzdani, Nima Sanati, Mehdi Maghsudi, Bonnie Leung, Cheryl Ho, Ren Yuan, Arman Rahmim

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

Comments 12 pages and 7 figures

Cross-modal Medical Image Generation Based on Pyramid Convolutional Attention Network

Fuyou Mao, Lixin Lin, Ming Jiang, Dong Dai, Chao Yang, Hao Zhang, Yan Tang

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

Comments 18 pages, 6 figures, Machine Vision and Applications

FIAS: Feature Imbalance-Aware Medical Image Segmentation with Dynamic Fusion and Mixing Attention

Xiwei Liu, Min Xu, Qirong Ho

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

Comments Need some addtional modification for this work

SAM-MPA: Applying SAM to Few-shot Medical Image Segmentation using Mask Propagation and Auto-prompting

Jie Xu, Xiaokang Li, Chengyu Yue, Yuanyuan Wang, Yi Guo

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

Comments Accepted as an oral presentation at NeurIPS 2024 AIM-FM Workshop

Provable Preconditioned Plug-and-Play Approach for Compressed Sensing MRI Reconstruction

Tao Hong, Xiaojian Xu, Jason Hu, Jeffrey A. Fessler

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

Comments 16 figures, 5 tables

Journal ref IEEE Transactions on Computational Imaging, 2024

Oriented histogram-based vector field embedding for characterizing 4D CT data sets in radiotherapy

Frederic Madesta, Lukas Wimmert, Tobias Gauer, René Werner, Thilo Sentker

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

RevSAM2: Prompt SAM2 for Medical Image Segmentation via Reverse-Propagation without Fine-tuning

Yunhao Bai, Boxiang Yun, Zeli Chen, Qinji Yu, Yingda Xia, Yan Wang

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

MRI Recovery with Self-Calibrated Denoisers without Fully-Sampled Data

Muhammad Shafique, Sizhuo Liu, Philip Schniter, Rizwan Ahmad

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

Journal ref Magnetic Resonance Materials in Physics, Biology and Medicine, 1-14 (2024)

Self-navigated 3D diffusion MRI using an optimized CAIPI sampling and structured low-rank reconstruction

Ziyu Li, Karla L. Miller, Xi Chen, Mark Chiew, Wenchuan Wu

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

Comments 10 pages, 11 figures, 2 tables. This work has been submitted to the IEEE for possible publication

GraphCL: Graph-based Clustering for Semi-Supervised Medical Image Segmentation

Mengzhu Wang, Jiao Li, Houcheng Su, Nan Yin, Liang Yang, Shen Li

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

Comments 9page

Sli2Vol+: Segmenting 3D Medical Images Based on an Object Estimation Guided Correspondence Flow Network

Delin An, Pengfei Gu, Milan Sonka, Chaoli Wang, Danny Z. Chen

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

TP-UNet: Temporal Prompt Guided UNet for Medical Image Segmentation

Ranmin Wang, Limin Zhuang, Hongkun Chen, Boyan Xu, Ruichu Cai

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

Sparse Bayesian Networks: Efficient Uncertainty Quantification in Medical Image Analysis

Zeinab Abboud, Herve Lombaert, Samuel Kadoury

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

DiM: $f$-Divergence Minimization Guided Sharpness-Aware Optimization for Semi-supervised Medical Image Segmentation

Bingli Wang, Houcheng Su, Nan Yin, Mengzhu Wang, Li Shen

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

Comments 8page

MAIRA-Seg: Enhancing Radiology Report Generation with Segmentation-Aware Multimodal Large Language Models

Harshita Sharma, Valentina Salvatelli, Shaury Srivastav, Kenza Bouzid, Shruthi Bannur, Daniel C. Castro, Maximilian Ilse, Sam Bond-Taylor, Mercy Prasanna Ranjit, Fabian Falck, Fernando Pérez-García, Anton Schwaighofer, Hannah Richardson, Maria Teodora Wetscherek, Stephanie L. Hyland, Javier Alvarez-Valle

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

Comments Accepted as Proceedings Paper at ML4H 2024

CoSAM: Self-Correcting SAM for Domain Generalization in 2D Medical Image Segmentation

Yihang Fu, Ziyang Chen, Yiwen Ye, Xingliang Lei, Zhisong Wang, Yong Xia

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

Self-eXplainable AI for Medical Image Analysis: A Survey and New Outlooks

Junlin Hou, Sicen Liu, Yequan Bie, Hongmei Wang, Andong Tan, Luyang Luo, Hao Chen

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

Enhanced Secure Transmission of Medical Images through OFDM using Hyperchaotic Systems

Nada Bouchekout, Abdelkrim Boukabou, Morad Grimes

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

Comments Fourth International Conference on Technological Advances in Electrical Engineering (ICTAEE 23), May 23-34 2023

Fast Low Rank column-wise Compressive Sensing for Accelerated Dynamic MRI

Silpa Babu, Sajan Goud Lingala, Namrata Vaswani

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

Comments 16 Pages (Including Appendix), 9 Figures, 3 Tables. arXiv admin note: substantial text overlap with arXiv:2206.13618

Journal ref in IEEE Transactions on Computational Imaging, vol. 9, pp. 409-424, 2023

Conditional Diffusion Model for Longitudinal Medical Image Generation

Duy-Phuong Dao, Hyung-Jeong Yang, Jahae Kim

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

Comments 4 pages, 2 figures, conference

Journal ref https://sites.google.com/view/kmmsmita2024

Judge Like a Real Doctor: Dual Teacher Sample Consistency Framework for Semi-supervised Medical Image Classification

Zhang Qixiang, Yang Yuxiang, Zu Chen, Zhang Jianjia, Wu Xi, Zhou Jiliu, Wang Yan

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

Comments Accepted by IEEE Transactions on Emerging Topics in Computational Intelligence

Implicit Neural Representations for Robust Joint Sparse-View CT Reconstruction

Jiayang Shi, Junyi Zhu, Daniel M. Pelt, K. Joost Batenburg, Matthew B. Blaschko

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

Journal ref Transactions on Machine Learning Research (2024)

Guided Synthesis of Labeled Brain MRI Data Using Latent Diffusion Models for Segmentation of Enlarged Ventricles

Tim Ruschke, Jonathan Frederik Carlsen, Adam Espe Hansen, Ulrich Lindberg, Amalie Monberg Hindsholm, Martin Norgaard, Claes Nøhr Ladefoged

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

Evaluating the Fairness of Neural Collapse in Medical Image Classification

Kaouther Mouheb, Marawan Elbatel, Stefan Klein, Esther E. Bron

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

Unleashing the Potential of Open-set Noisy Samples Against Label Noise for Medical Image Classification

Zehui Liao, Shishuai Hu, Yanning Zhang, Yong Xia

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

Comments 14 pages, 6 figure

Evaluation of MRI to ultrasound registration methods for brain shift correction: The CuRIOUS2018 Challenge

Yiming Xiao, Hassan Rivaz, Matthieu Chabanas, Maryse Fortin, Ines Machado, Yangming Ou, Mattias P. Heinrich, Julia A. Schnabel, Xia Zhong, Andreas Maier, Wolfgang Wein, Roozbeh Shams, Samuel Kadoury, David Drobny, Marc Modat, Ingerid Reinertsen

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

Comments This work has been submitted to the IEEE for possible publication

Journal ref IEEE transactions on medical imaging,2019