医学 AI

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

Radious: Unveiling the Enigma of Dental Radiology with BEIT Adaptor and Mask2Former in Semantic Segmentation

Mohammad Mashayekhi, Sara Ahmadi Majd, Arian Amiramjadi, Babak Mashayekhi

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

Understanding the Tricks of Deep Learning in Medical Image Segmentation: Challenges and Future Directions

Dong Zhang, Yi Lin, Hao Chen, Zhuotao Tian, Xin Yang, Jinhui Tang, Kwang Ting Cheng

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

Comments Under submission

Semi-supervised Medical Image Segmentation through Dual-task Consistency

Xiangde Luo, Jieneng Chen, Tao Song, Yinan Chen, Guotai Wang, Shaoting Zhang

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

Comments AAAI2021; Code is available at https://github.com/HiLab-git/DTC

SAM Fails to Segment Anything? -- SAM-Adapter: Adapting SAM in Underperformed Scenes: Camouflage, Shadow, Medical Image Segmentation, and More

Tianrun Chen, Lanyun Zhu, Chaotao Ding, Runlong Cao, Yan Wang, Zejian Li, Lingyun Sun, Papa Mao, Ying Zang

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

Prospectively accelerated dynamic speech MRI at 3 Tesla using a self-navigated spiral based manifold regularized scheme

Rushdi Zahid Rusho, Abdul Haseeb Ahmed, Stanley Kruger, Wahidul Alam, David Meyer, David Howard, Brad Story, Mathews Jacob, Sajan Goud Lingala

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

Comments 32 pages, 10 figures

A Novel Low-Rank Tensor Method for Undersampling Artifact Removal in Respiratory Motion-Resolved Multi-Echo 3D Cones MRI

Seongho Jeong, MungSoo Kang, Gerald Behr, Heechul Jeong, Youngwook Kee

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

Rethinking Boundary Detection in Deep Learning Models for Medical Image Segmentation

Yi Lin, Dong Zhang, Xiao Fang, Yufan Chen, Kwang-Ting Cheng, Hao Chen

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

Comments Accepted by IPMI 2023

Bidirectional Copy-Paste for Semi-Supervised Medical Image Segmentation

Yunhao Bai, Duowen Chen, Qingli Li, Wei Shen, Yan Wang

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

Comments 8 pages, 6 figures. CVPR 2023

Latent Signal Models: Learning Compact Representations of Signal Evolution for Improved Time-Resolved, Multi-contrast MRI

Yamin Arefeen, Junshen Xu, Molin Zhang, Zijing Dong, Fuyixue Wang, Jacob White, Berkin Bilgic, Elfar Adalsteinsson

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

SAM on Medical Images: A Comprehensive Study on Three Prompt Modes

Dongjie Cheng, Ziyuan Qin, Zekun Jiang, Shaoting Zhang, Qicheng Lao, Kang Li

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

Comments 6 pages, 3 figures

SCOPE: Structural Continuity Preservation for Medical Image Segmentation

Yousef Yeganeh, Azade Farshad, Goktug Guevercin, Amr Abu-zer, Rui Xiao, Yongjian Tang, Ehsan Adeli, Nassir Navab

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

DIAMANT: Dual Image-Attention Map Encoders For Medical Image Segmentation

Yousef Yeganeh, Azade Farshad, Peter Weinberger, Seyed-Ahmad Ahmadi, Ehsan Adeli, Nassir Navab

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

Detection of Alzheimer's Disease using MRI scans based on Inertia Tensor and Machine Learning

Krishna Mahapatra, Selvakumar R

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

Dilated-UNet: A Fast and Accurate Medical Image Segmentation Approach using a Dilated Transformer and U-Net Architecture

Davoud Saadati, Omid Nejati Manzari, Sattar Mirzakuchaki

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

Inherent Consistent Learning for Accurate Semi-supervised Medical Image Segmentation

Ye Zhu, Jie Yang, Si-Qi Liu, Ruimao Zhang

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

Predicting dynamic, motion-related changes in B0 field in the brain at a 7 T MRI using a subject-specific fine-tuned U-net

Stanislav Motyka, Paul Weiser, Beata Bachrata, Lukas Hingerl, Bernhard Strasser, Gilbert Hangel, Eva Niess, Dario Goranovic, Fabian Niess, Maxim Zaitsev, Simon Daniel Robinson, Georg Langs, Siegfried Trattnig, Wolfgang Bogner

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

Comments 9 pages, 6 figures

Dive into Self-Supervised Learning for Medical Image Analysis: Data, Models and Tasks

Chuyan Zhang, Yun Gu

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

Robust thalamic nuclei segmentation from T1-weighted MRI

Julie P. Vidal, Lola Danet, Patrice Péran, Jérémie Pariente, Meritxell Bach Cuadra, Natalie M. Zahr, Emmanuel J. Barbeau, Manojkumar Saranathan

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

Comments 5 Figures, 3 Tables, 1 Supplemental Figure, Submitted to Scientific Reports Apr 12 2023

STU-Net: Scalable and Transferable Medical Image Segmentation Models Empowered by Large-Scale Supervised Pre-training

Ziyan Huang, Haoyu Wang, Zhongying Deng, Jin Ye, Yanzhou Su, Hui Sun, Junjun He, Yun Gu, Lixu Gu, Shaoting Zhang, Yu Qiao

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

Transformer Utilization in Medical Image Segmentation Networks

Saikat Roy, Gregor Koehler, Michael Baumgartner, Constantin Ulrich, Jens Petersen, Fabian Isensee, Klaus Maier-Hein

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

Comments Accepted in NeurIPS 2022 workshop, Medical Imaging Meets NeurIPS (MedNeurIPS)