医学 AI

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

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

Comments 11 pages, 2 figures, 3 tables

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)

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

Test-Time Modality Generalization for Medical Image Segmentation

Ju-Hyeon Nam, Sang-Chul Lee

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

RefSAM3D: Adapting SAM with Cross-modal Reference for 3D Medical Image Segmentation

Xiang Gao, Kai Lu

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

DAug: Diffusion-based Channel Augmentation for Radiology Image Retrieval and Classification

Ying Jin, Zhuoran Zhou, Haoquan Fang, Jenq-Neng Hwang

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

Dual-Task Vision Transformer for Rapid and Accurate Intracerebral Hemorrhage CT Image Classification

Jialiang Fan, Xinhui Fan, Chengyan Song, Xiaofan Wang, Bingdong Feng, Lucan Li, Guoyu Lu

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

FESS Loss: Feature-Enhanced Spatial Segmentation Loss for Optimizing Medical Image Analysis

Charulkumar Chodvadiya, Navyansh Mahla, Kinshuk Gaurav Singh, Kshitij Sharad Jadhav

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

Comments 5 Pages, 3 figures

GazeSearch: Radiology Findings Search Benchmark

Trong Thang Pham, Tien-Phat Nguyen, Yuki Ikebe, Akash Awasthi, Zhigang Deng, Carol C. Wu, Hien Nguyen, Ngan Le

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

Comments Aceepted WACV 2025

Classification of Mitral Regurgitation from Cardiac Cine MRI using Clinically-Interpretable Morphological Features

Y. On, K. Vimalesvaran, S. Zaman, M. Shun-Shin, J. Howard, N. Linton, G. Cole, A. A. Bharath, M. Varela

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

Comments accepted at LNCS (STACOM 2024)

J-CaPA : Joint Channel and Pyramid Attention Improves Medical Image Segmentation

Marzia Binta Nizam, Marian Zlateva, James Davis

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

Multimodal Foundation Models Exploit Text to Make Medical Image Predictions

Thomas Buckley, James A. Diao, Pranav Rajpurkar, Adam Rodman, Arjun K. Manrai

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