医学 AI - arXivDaily 专题

2504.06777 2025-04-10 cs.CV 83%

End2end-ALARA: Approaching the ALARA Law in CT Imaging with End-to-end Learning

Xi Tao, Liyan Lin

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

2504.05227 2025-04-08 cs.CV 83%

A Reality Check of Vision-Language Pre-training in Radiology: Have We Progressed Using Text?

Julio Silva-Rodríguez, Jose Dolz, Ismail Ben Ayed

机构 * ÉTS Montréal（蒙特利尔高等技术学院）

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

Comments IPMI 2025. Code and weights: https://github.com/jusiro/DLILP

2504.04566 2025-04-08 cs.CV 83%

DyCON: Dynamic Uncertainty-aware Consistency and Contrastive Learning for Semi-supervised Medical Image Segmentation

Maregu Assefa, Muzammal Naseer, Iyyakutti Iyappan Ganapathi, Syed Sadaf Ali, Mohamed L Seghier, Naoufel Werghi

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

Comments Accepted to CVPR 2025

2503.22890 2025-04-01 cs.CV 83%

MedCL: Learning Consistent Anatomy Distribution for Scribble-supervised Medical Image Segmentation

Ke Zhang, Vishal M. Patel

机构 * Johns Hopkins University（约翰斯·霍普金斯大学）

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

2503.16616 2025-03-24 cs.CV 83%

Progressive Test Time Energy Adaptation for Medical Image Segmentation

Xiaoran Zhang, Byung-Woo Hong, Hyoungseob Park, Daniel H. Pak, Anne-Marie Rickmann, Lawrence H. Staib, James S. Duncan, Alex Wong

机构 * Yale University（耶鲁大学）； Chung-Ang University（中央大学）

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

2503.07933 2025-03-14 cs.CV 83%

From Slices to Sequences: Autoregressive Tracking Transformer for Cohesive and Consistent 3D Lymph Node Detection in CT Scans

Qinji Yu, Yirui Wang, Ke Yan, Dandan Zheng, Dashan Ai, Dazhou Guo, Zhanghexuan Ji, Yanzhou Su, Yun Bian, Na Shen, Xiaowei Ding, Le Lu, Xianghua Ye, Dakai Jin

机构 * DAMO Academy, Alibaba Group（阿里巴巴达摩学院）； Shanghai Jiao Tong University（上海交通大学）； The First Affiliated Hospital of Zhejiang University（浙江大学医学院附属第一医院）； Fudan University Shanghai Cancer Center（复旦大学附属肿瘤医院）； Changhai Hospital（长海医院）； Zhongshan Hospital, Fudan University（复旦大学中山医院）

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

Comments Technical report (11 pages plus supplementary)

2503.08173 2025-03-12 cs.CV 83%

Towards All-in-One Medical Image Re-Identification

Yuan Tian, Kaiyuan Ji, Rongzhao Zhang, Yankai Jiang, Chunyi Li, Xiaosong Wang, Guangtao Zhai

机构 * Shanghai AI Laboratory（上海人工智能实验室）； School of Communication and Electronic Engineering, East China Normal University（华东师范大学通信与电子工程学院）

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

Comments Accepted to CVPR2025

2503.06030 2025-03-11 cs.CV cs.AI 83%

Towards Universal Text-driven CT Image Segmentation

Yuheng Li, Yuxiang Lai, Maria Thor, Deborah Marshall, Zachary Buchwald, David S. Yu, Xiaofeng Yang

机构 * Georgia Institute of Technology（佐治亚理工学院）； Emory University（埃默里大学）； Memorial Sloan Kettering Cancer Center（纪念斯隆-凯特琳癌症中心）； Icahn School of Medicine at Mount Sinai（西奈山伊坎医学院）； Emory University School of Medicine（埃默里大学医学院）

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

2503.02824 2025-03-05 cs.CV cs.AI 83%

Developing a PET/CT Foundation Model for Cross-Modal Anatomical and Functional Imaging

Yujin Oh, Robert Seifert, Yihan Cao, Christoph Clement, Justin Ferdinandus, Constantin Lapa, Alessandro Liebich, Michelle Amon, Johanna Enke, Sifan Song, Runqi Meng, Fang Zeng, Ning Guo, Xiang Li, Pedram Heidari, Axel Rominger, Kuangyu Shi, Quanzheng Li

机构 * Center for Advanced Medical Computing and Analysis (CAMCA), Harvard Medical School and Massachusetts General Hospital（哈佛大学医学院与麻省总医院高级医学计算与分析中心（CAMCA））； Department of Radiology, Massachusetts General Hospital（麻省总医院放射科）； Department of Nuclear Medicine, Inselspital, University of Bern（伯尔尼大学医院（Inselspital）核医学科）； University Hospital Cologne, University of Cologne（科隆大学附属科隆大学医院）； University Hospital Augsburg（奥格斯堡大学医院）； Shanghaitech University（上海科技大学）

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

Comments 11 pages, 2 figures, 3 tables

2409.13217 2025-03-05 eess.IV 83%

A solution for co-locating 2D histology images in 3D for histology-to-CT and MR image registration: closing the loop for bone sarcoma treatment planning

Robert Phillips, Constantine Zakkaroff, Keren Dittmer, Nicholas Robillard, Kenzie Baer, Anthony Butler

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

Comments 17 pages, 6 figures

Journal ref Journal of Imaging Informatics in Medicine (2025)

2502.20715 2025-03-03 cs.CV 83%

Glioma Classification using Multi-sequence MRI and Novel Wavelets-based Feature Fusion

Kiranmayee Janardhan, Christy Bobby Thomas

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

Comments 18 pages, 11 figures, 6 tables, journal paper

Journal ref Journal of Computational Analysis and Applications, 2024

2502.19671 2025-02-28 cs.CV 83%

Test-Time Modality Generalization for Medical Image Segmentation

Ju-Hyeon Nam, Sang-Chul Lee

机构 * Inha University（仁荷大学）

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

Comments 28 pages and 15 figures. arXiv admin note: text overlap with arXiv:2502.09931

2312.04727 2025-02-20 cs.CV 83%

E2ENet: Dynamic Sparse Feature Fusion for Accurate and Efficient 3D Medical Image Segmentation

Boqian Wu, Qiao Xiao, Shiwei Liu, Lu Yin, Mykola Pechenizkiy, Decebal Constantin Mocanu, Maurice Van Keulen, Elena Mocanu

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

Comments Accepted at NeurIPS 2024

2502.10296 2025-02-17 eess.IV 83%

SegX: Improving Interpretability of Clinical Image Diagnosis with Segmentation-based Enhancement

Yuhao Zhang, Mingcheng Zhu, Zhiyao Luo

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

2502.08347 2025-02-13 cs.CV 83%

Hi-End-MAE: Hierarchical encoder-driven masked autoencoders are stronger vision learners for medical image segmentation

Fenghe Tang, Qingsong Yao, Wenxin Ma, Chenxu Wu, Zihang Jiang, S. Kevin Zhou

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

Comments 19 pages, Code: https://github.com/FengheTan9/Hi-End-MAE

2311.13385 2025-02-13 cs.CV 83%

SegVol: Universal and Interactive Volumetric Medical Image Segmentation

Yuxin Du, Fan Bai, Tiejun Huang, Bo Zhao

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

Comments NeurIPS 2024 Spotlight

2502.00528 2025-02-04 cs.CV cs.CL 83%

Vision-Language Modeling in PET/CT for Visual Grounding of Positive Findings

Zachary Huemann, Samuel Church, Joshua D. Warner, Daniel Tran, Xin Tie, Alan B McMillan, Junjie Hu, Steve Y. Cho, Meghan Lubner, Tyler J. Bradshaw

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

2501.12488 2025-01-23 eess.IV cs.CV q-bio.TO 83%

Bidirectional Brain Image Translation using Transfer Learning from Generic Pre-trained Models

Fatima Haimour, Rizik Al-Sayyed, Waleed Mahafza, Omar S. Al-Kadi

专题命中医学影像：medical image(abstract)；MRI(abstract)；CT(abstract)；diagnosis(abstract)

Comments 19 pages, 9 figures, 6 tables

Journal ref Computer Vision and Image Understanding, vol. 248, pp. 104100, 2024

2501.09224 2025-01-17 physics.med-ph eess.IV stat.ML 83%

Estimating Task-based Performance Bounds for Accelerated MRI Image Reconstruction Methods by Use of Learned-Ideal Observers

Kaiyan Li, Prabhat Kc, Hua Li, Kyle J. Myers, Mark A. Anastasio, Rongping Zeng

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

Comments 4 pages

2501.08097 2025-01-15 cs.CV cs.AI 83%

Guiding the classification of hepatocellular carcinoma on 3D CT-scans using deep and handcrafted radiological features

E. Sarfati, A. Bône, M-M. Rohé, C. Aubé, M. Ronot, P. Gori, I. Bloch

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

Comments IEEE ISBI 2025

2404.15580 2025-01-13 cs.CV 83%

MiM: Mask in Mask Self-Supervised Pre-Training for 3D Medical Image Analysis

Jiaxin Zhuang, Linshan Wu, Qiong Wang, Peng Fei, Varut Vardhanabhuti, Lin Luo, Hao Chen

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

Comments submitted to a journal, updated v2

2310.19635 2025-01-13 cs.CV 83%

Improving Medical Visual Representations via Radiology Report Generation

Keegan Quigley, Miriam Cha, Josh Barua, Geeticka Chauhan, Seth Berkowitz, Steven Horng, Polina Golland

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

2406.14847 2025-01-09 cs.CV 83%

Fair Text to Medical Image Diffusion Model with Subgroup Distribution Aligned Tuning

Xu Han, Fangfang Fan, Jingzhao Rong, Zhen Li, Georges El Fakhri, Qingyu Chen, Xiaofeng Liu

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

2501.01406 2025-01-03 cs.CV 83%

nnY-Net: Swin-NeXt with Cross-Attention for 3D Medical Images Segmentation

Haixu Liu, Zerui Tao, Wenzhen Dong, Qiuzhuang Sun

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

Comments MICCAI

2410.20568 2025-01-03 cs.CV 83%

Detection of adrenal anomalous findings in spinal CT images using multi model graph aggregation

Carmel Shabalin, Israel Shenkman, Ilan Shelef, Gal Ben-Arie, Alex Geftler, Yuval Shahar

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

2410.04482 2024-12-24 eess.IV 83%

Sequential Diffusion-Guided Deep Image Prior For Medical Image Reconstruction

Shijun Liang, Ismail Alkhouri, Qing Qu, Rongrong Wang, Saiprasad Ravishankar

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

2412.15380 2024-12-23 cs.CV 83%

Uncertainty-Guided Cross Attention Ensemble Mean Teacher for Semi-supervised Medical Image Segmentation

Meghana Karri, Amit Soni Arya, Koushik Biswas, Nicol`o Gennaro, Vedat Cicek, Gorkem Durak, Yuri S. Velichko, Ulas Bagci

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

Comments Accepted in WACV 2025

2403.15063 2024-12-19 cs.CV 83%

Towards a Comprehensive, Efficient and Promptable Anatomic Structure Segmentation Model using 3D Whole-body CT Scans

Heng Guo, Jianfeng Zhang, Jiaxing Huang, Tony C. W. Mok, Dazhou Guo, Ke Yan, Le Lu, Dakai Jin, Minfeng Xu

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

Comments Accepted by AAAI 2025

2412.11458 2024-12-17 cs.CV 83%

HResFormer: Hybrid Residual Transformer for Volumetric Medical Image Segmentation

Sucheng Ren, Xiaomeng Li

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

Comments Accepted by TNNLS

2412.09231 2024-12-13 eess.IV 83%

Versatile Volumetric Medical Image Coding for Human-Machine Vision

Jietao Chen, Weijie Chen, Qianjian Xing, Feng Yu

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

1. 医学影像 22719 篇

End2end-ALARA: Approaching the ALARA Law in CT Imaging with End-to-end Learning

A Reality Check of Vision-Language Pre-training in Radiology: Have We Progressed Using Text?

DyCON: Dynamic Uncertainty-aware Consistency and Contrastive Learning for Semi-supervised Medical Image Segmentation

MedCL: Learning Consistent Anatomy Distribution for Scribble-supervised Medical Image Segmentation

Progressive Test Time Energy Adaptation for Medical Image Segmentation

From Slices to Sequences: Autoregressive Tracking Transformer for Cohesive and Consistent 3D Lymph Node Detection in CT Scans

Towards All-in-One Medical Image Re-Identification

Towards Universal Text-driven CT Image Segmentation

Developing a PET/CT Foundation Model for Cross-Modal Anatomical and Functional Imaging

A solution for co-locating 2D histology images in 3D for histology-to-CT and MR image registration: closing the loop for bone sarcoma treatment planning

Glioma Classification using Multi-sequence MRI and Novel Wavelets-based Feature Fusion

Test-Time Modality Generalization for Medical Image Segmentation

E2ENet: Dynamic Sparse Feature Fusion for Accurate and Efficient 3D Medical Image Segmentation

SegX: Improving Interpretability of Clinical Image Diagnosis with Segmentation-based Enhancement

Hi-End-MAE: Hierarchical encoder-driven masked autoencoders are stronger vision learners for medical image segmentation

SegVol: Universal and Interactive Volumetric Medical Image Segmentation

Vision-Language Modeling in PET/CT for Visual Grounding of Positive Findings

Bidirectional Brain Image Translation using Transfer Learning from Generic Pre-trained Models

Estimating Task-based Performance Bounds for Accelerated MRI Image Reconstruction Methods by Use of Learned-Ideal Observers

Guiding the classification of hepatocellular carcinoma on 3D CT-scans using deep and handcrafted radiological features

MiM: Mask in Mask Self-Supervised Pre-Training for 3D Medical Image Analysis

Improving Medical Visual Representations via Radiology Report Generation

Fair Text to Medical Image Diffusion Model with Subgroup Distribution Aligned Tuning

nnY-Net: Swin-NeXt with Cross-Attention for 3D Medical Images Segmentation

Detection of adrenal anomalous findings in spinal CT images using multi model graph aggregation

Sequential Diffusion-Guided Deep Image Prior For Medical Image Reconstruction

Uncertainty-Guided Cross Attention Ensemble Mean Teacher for Semi-supervised Medical Image Segmentation

Towards a Comprehensive, Efficient and Promptable Anatomic Structure Segmentation Model using 3D Whole-body CT Scans

HResFormer: Hybrid Residual Transformer for Volumetric Medical Image Segmentation

Versatile Volumetric Medical Image Coding for Human-Machine Vision