医学 AI

Multimodal Deep Learning for Personalized Renal Cell Carcinoma Prognosis: Integrating CT Imaging and Clinical Data

Maryamalsadat Mahootiha, Hemin Ali Qadir, Jacob Bergsland, Ilangko Balasingham

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

Unsupervised Domain Adaptation for Medical Image Segmentation via Feature-space Density Matching

Tushar Kataria, Beatrice Knudsen, Shireen Elhabian

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

Semi-supervised Domain Adaptive Medical Image Segmentation through Consistency Regularized Disentangled Contrastive Learning

Hritam Basak, Zhaozheng Yin

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

Comments Paper accepted at MICCAI 2023

Efficient Subclass Segmentation in Medical Images

Linrui Dai, Wenhui Lei, Xiaofan Zhang

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

Comments MICCAI 2023 early accept

Prediction of Rapid Early Progression and Survival Risk with Pre-Radiation MRI in WHO Grade 4 Glioma Patients

Walia Farzana, Mustafa M Basree, Norou Diawara, Zeina A. Shboul, Sagel Dubey, Marie M Lockhart, Mohamed Hamza, Joshua D. Palmer, Khan M. Iftekharuddin

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

Transformer-based Annotation Bias-aware Medical Image Segmentation

Zehui Liao, Yutong Xie, Shishuai Hu, Yong Xia

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

Comments MICCAI 2023 Early Accept (Top 14%), 11 pages, 2 figures

Cardiac CT perfusion imaging of pericoronary adipose tissue (PCAT) highlights potential confounds in coronary CTA

Hao Wu, Yingnan Song, Ammar Hoori, Ananya Subramaniam, Juhwan Lee, Justin Kim, Tao Hu, Sadeer Al-Kindi, Wei-Ming Huang, Chun-Ho Yun, Chung-Lieh Hung, Sanjay Rajagopalan, David L. Wilson

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

Comments 13 pages, 8 figures

DiffMix: Diffusion Model-based Data Synthesis for Nuclei Segmentation and Classification in Imbalanced Pathology Image Datasets

Hyun-Jic Oh, Won-Ki Jeong

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

Comments MICCAI 2023 accepted

How to Efficiently Adapt Large Segmentation Model(SAM) to Medical Images

Xinrong Hu, Xiaowei Xu, Yiyu Shi

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

Devil is in Channels: Contrastive Single Domain Generalization for Medical Image Segmentation

Shishuai Hu, Zehui Liao, Yong Xia

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

Comments MICCAI 2023 Early Accept (Top 14%), 12 pages, 5 figures

Limitations of Out-of-Distribution Detection in 3D Medical Image Segmentation

Anton Vasiliuk, Daria Frolova, Mikhail Belyaev, Boris Shirokikh

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

Comments This work has been submitted to the IEEE for possible publication. 10 pages, 5 figures, 5 tables

Accelerated, physics-inspired inference of skeletal muscle microstructure from diffusion-weighted MRI

Noel Naughton, Stacey Cahoon, Brad Sutton, John G. Georgiadis

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

Comments 11 pages, 5 figures, 2 tables

Label-noise-tolerant medical image classification via self-attention and self-supervised learning

Hongyang Jiang, Mengdi Gao, Yan Hu, Qiushi Ren, Zhaoheng Xie, Jiang Liu

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

Comments 11pages, 8 figures

C$^3$PS: Context-aware Conditional Cross Pseudo Supervision for Semi-supervised Medical Image Segmentation

Peng Liu, Guoyan Zheng

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

Single-Stage Broad Multi-Instance Multi-Label Learning (BMIML) with Diverse Inter-Correlations and its application to medical image classification

Qi Lai, Jianhang Zhou, Yanfen Gan, Chi-Man Vong, Deshuang Huang

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

Comments 12 pages

AutoSAM: Adapting SAM to Medical Images by Overloading the Prompt Encoder

Tal Shaharabany, Aviad Dahan, Raja Giryes, Lior Wolf

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

Instructive Feature Enhancement for Dichotomous Medical Image Segmentation

Lian Liu, Han Zhou, Jiongquan Chen, Sijing Liu, Wenlong Shi, Dong Ni, Deng-Ping Fan, Xin Yang

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

Comments Accepted by MICCAI 2023

Learned Alternating Minimization Algorithm for Dual-domain Sparse-View CT Reconstruction

Chi Ding, Qingchao Zhang, Ge Wang, Xiaojing Ye, Yunmei Chen

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

Learning with Explicit Shape Priors for Medical Image Segmentation

Xin You, Junjun He, Jie Yang, Yun Gu

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

Comments 10 pages, 10 figures

The contribution of T2 relaxation time to diffusion MRI quantification and its clinical implications: a hypothesis

Yi Xiang J Wang, Kai-Xuan Zhao, Fu-Zhao Ma, Ben-Heng Xiao

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

Optimizing Vision Transformers for Medical Image Segmentation

Qianying Liu, Chaitanya Kaul, Jun Wang, Christos Anagnostopoulos, Roderick Murray-Smith, Fani Deligianni

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

Navigating Fairness in Radiology AI: Concepts, Consequences,and Crucial Considerations

Vasantha Kumar Venugopal, Abhishek Gupta, Rohit Takhar, Charlene Liew Jin Yee, Catherine Jones, Gilberto Szarf

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

Robust T-Loss for Medical Image Segmentation

Alvaro Gonzalez-Jimenez, Simone Lionetti, Philippe Gottfrois, Fabian Gröger, Marc Pouly, Alexander Navarini

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

Comments Early accepted to MICCAI 2023

Treasure in Distribution: A Domain Randomization based Multi-Source Domain Generalization for 2D Medical Image Segmentation

Ziyang Chen, Yongsheng Pan, Yiwen Ye, Hengfei Cui, Yong Xia

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

Comments 12 pages, 4 figures, 8 tables, early accepted by MICCAI 2023

Co-training with High-Confidence Pseudo Labels for Semi-supervised Medical Image Segmentation

Zhiqiang Shen, Peng Cao, Hua Yang, Xiaoli Liu, Jinzhu Yang, Osmar R. Zaiane

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

Self-aware and Cross-sample Prototypical Learning for Semi-supervised Medical Image Segmentation

Zhenxi Zhang, Ran Ran, Chunna Tian, Heng Zhou, Xin Li, Fan Yang, Zhicheng Jiao

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

Comments 14 pages, Early accepted in MICCAI 2023, code will be released soon

SDC-UDA: Volumetric Unsupervised Domain Adaptation Framework for Slice-Direction Continuous Cross-Modality Medical Image Segmentation

Hyungseob Shin, Hyeongyu Kim, Sewon Kim, Yohan Jun, Taejoon Eo, Dosik Hwang

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

Comments 10 pages, 7 figures, CVPR 2023

MedBLIP: Bootstrapping Language-Image Pre-training from 3D Medical Images and Texts

Qiuhui Chen, Xinyue Hu, Zirui Wang, Yi Hong

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

Comments 11 pages, 3 figures

Dynamic Structural Brain Network Construction by Hierarchical Prototype Embedding GCN using T1-MRI

Yilin Leng, Wenju Cui, Chen Bai, Zheng Yanyan, Jian Zheng

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

Comments 11 pages,3 figures,conference

ViT-AE++: Improving Vision Transformer Autoencoder for Self-supervised Medical Image Representations

Chinmay Prabhakar, Hongwei Bran Li, Jiancheng Yang, Suprosana Shit, Benedikt Wiestler, Bjoern Menze

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

Comments Accepted in MIDL 2023. C. Prabhakar and H. B. Li contribute equally. Codes here: https://github.com/chinmay5/vit_ae_plus_plus.git