医学 AI

PARF-Net: integrating pixel-wise adaptive receptive fields into hybrid Transformer-CNN network for medical image segmentation

Xu Ma, Mengsheng Chen, Junhui Zhang, Lijuan Song, Fang Du, Zhenhua Yu

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

CRRG-CLIP: Automatic Generation of Chest Radiology Reports and Classification of Chest Radiographs

Jianfei Xu, Thanet Markchom, Huizhi Liang

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

Interactive 3D Medical Image Segmentation with SAM 2

Chuyun Shen, Wenhao Li, Yuhang Shi, Xiangfeng Wang

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

EAUWSeg: Eliminating annotation uncertainty in weakly-supervised medical image segmentation

Wang Lituan, Zhang Lei, Wang Yan, Wang Zhenbin, Zhang Zhenwei, Zhang Yi

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

Merging Context Clustering with Visual State Space Models for Medical Image Segmentation

Yun Zhu, Dong Zhang, Yi Lin, Yifei Feng, Jinhui Tang

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

Comments Our paper has been accepted by the IEEE Transactions on Medical Imaging. Our code can be found at https://github.com/zymissy/CCViM

Generalized Task-Driven Medical Image Quality Enhancement with Gradient Promotion

Dong Zhang, Kwang-Ting Cheng

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

Comments This paper has been accepted by IEEE Transactions on Pattern Analysis and Machine Intelligence

Acquisition-Independent Deep Learning for Quantitative MRI Parameter Estimation using Neural Controlled Differential Equations

Daan Kuppens, Sebastiano Barbieri, Daisy van den Berg, Pepijn Schouten, Harriet C. Thoeny, Myrte Wennen, Oliver J. Gurney-Champion

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

Comments 29 pages, 10 figures, 7 supplementary figures, pre-print

Multi-atlas Ensemble Graph Neural Network Model For Major Depressive Disorder Detection Using Functional MRI Data

Nojod M. Alotaibi, Areej M. Alhothali, Manar S. Ali

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

Comments 17 pages, 2 figures, 10 tables

FAMNet: Frequency-aware Matching Network for Cross-domain Few-shot Medical Image Segmentation

Yuntian Bo, Yazhou Zhu, Lunbo Li, Haofeng Zhang

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

Comments Accepted by the 39th Annual AAAI Conference on Artificial Intelligence (AAAI-25)

Gradient Alignment Improves Test-Time Adaptation for Medical Image Segmentation

Ziyang Chen, Yiwen Ye, Yongsheng Pan, Yong Xia

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

Comments Accepted by AAAI 2025

HELPNet: Hierarchical Perturbations Consistency and Entropy-guided Ensemble for Scribble Supervised Medical Image Segmentation

Xiao Zhang, Shaoxuan Wu, Peilin Zhang, Zhuo Jin, Xiaosong Xiong, Qirong Bu, Jingkun Chen, Jun Feng

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

VerSe: Integrating Multiple Queries as Prompts for Versatile Cardiac MRI Segmentation

Bangwei Guo, Meng Ye, Yunhe Gao, Bingyu Xin, Leon Axel, Dimitris Metaxas

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

SGTC: Semantic-Guided Triplet Co-training for Sparsely Annotated Semi-Supervised Medical Image Segmentation

Ke Yan, Qing Cai, Fan Zhang, Ziyan Cao, Zhi Liu

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

Comments Accepted by AAAI 2025

DiveR-CT: Diversity-enhanced Red Teaming Large Language Model Assistants with Relaxing Constraints

Andrew Zhao, Quentin Xu, Matthieu Lin, Shenzhi Wang, Yong-jin Liu, Zilong Zheng, Gao Huang

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

Comments Accepted by the 39th Annual AAAI Conference on Artificial Intelligence (AAAI-25)

Navigating limitations with precision: A fine-grained ensemble approach to wrist pathology recognition on a limited x-ray dataset

Ammar Ahmed, Ali Shariq Imran, Mohib Ullah, Zenun Kastrati, Sher Muhammad Daudpota

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

Learnable Prompting SAM-induced Knowledge Distillation for Semi-supervised Medical Image Segmentation

Kaiwen Huang, Tao Zhou, Huazhu Fu, Yizhe Zhang, Yi Zhou, Chen Gong, Dong Liang

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

Comments 12 pages, 7 figures

ReXplain: Translating Radiology into Patient-Friendly Video Reports

Luyang Luo, Jenanan Vairavamurthy, Xiaoman Zhang, Abhinav Kumar, Ramon R. Ter-Oganesyan, Stuart T. Schroff, Dan Shilo, Rydhwana Hossain, Mike Moritz, Pranav Rajpurkar

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

Comments 12 pages. The project page is https://www.rajpurkarlab.hms.harvard.edu/rexplain

SEG-SAM: Semantic-Guided SAM for Unified Medical Image Segmentation

Shuangping Huang, Hao Liang, Qingfeng Wang, Chulong Zhong, Zijian Zhou, Miaojing Shi

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

Comments 12 pages, 3 figures

DuSSS: Dual Semantic Similarity-Supervised Vision-Language Model for Semi-Supervised Medical Image Segmentation

Qingtao Pan, Wenhao Qiao, Jingjiao Lou, Bing Ji, Shuo Li

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

LLM-RG4: Flexible and Factual Radiology Report Generation across Diverse Input Contexts

Zhuhao Wang, Yihua Sun, Zihan Li, Xuan Yang, Fang Chen, Hongen Liao

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

Bayesian inference of mean velocity fields and turbulence models from flow MRI

A. Kontogiannis, P. Nair, M. Loecher, D. B. Ennis, A. Marsden, M. P. Juniper

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

Efficient Quantization-Aware Training on Segment Anything Model in Medical Images and Its Deployment

Haisheng Lu, Yujie Fu, Fan Zhang, Le Zhang

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

Comments 14 pages, 3 figures, to be published in LNCS

Day-Night Adaptation: An Innovative Source-free Adaptation Framework for Medical Image Segmentation

Ziyang Chen, Yiwen Ye, Yongsheng Pan, Jingfeng Zhang, Yanning Zhang, Yong Xia

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

Comments 16 pages, 4 figures, 6 tables

Intimate Partner Violence and Injury Prediction From Radiology Reports

Irene Y. Chen, Emily Alsentzer, Hyesun Park, Richard Thomas, Babina Gosangi, Rahul Gujrathi, Bharti Khurana

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

Radiology Report Generation via Multi-objective Preference Optimization

Ting Xiao, Lei Shi, Peng Liu, Zhe Wang, Chenjia Bai

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

Comments Accepted by AAAI 2025

A Physics-based Generative Model to Synthesize Training Datasets for MRI-based Fat Quantification

Juan P. Meneses, Yasmeen George, Christoph Hagemeyer, Zhaolin Chen, Sergio Uribe

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

Comments 10 pages, 7 figures, submitted to IEEE Transactions on Medical Imaging

Lightweight Method for Interactive 3D Medical Image Segmentation with Multi-Round Result Fusion

Bingzhi Shen, Lufan Chang, Siqi Chen, Shuxiang Guo, Hao Liu

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

CrossMatch: Enhance Semi-Supervised Medical Image Segmentation with Perturbation Strategies and Knowledge Distillation

Bin Zhao, Chunshi Wang, Shuxue Ding

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

Integrating MedCLIP and Cross-Modal Fusion for Automatic Radiology Report Generation

Qianhao Han, Junyi Liu, Zengchang Qin, Zheng Zheng

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

Comments Accepted in IEEE Big Data 2024

From Deterministic to Probabilistic: A Novel Perspective on Domain Generalization for Medical Image Segmentation

Yuheng Xu, Taiping Zhang

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

Comments 6 pages, 3 figures