医学 AI

Strong Baseline and Bag of Tricks for COVID-19 Detection of CT Scans

Chih-Chung Hsu, Chih-Yu Jian, Chia-Ming Lee, Chi-Han Tsai, Sheng-Chieh Dai

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

Comments technical report. Keywords: Spatial-Slice correlation, COVID-19 classification, convolutional neural networks, computed tomography

Deformable Cross-Attention Transformer for Medical Image Registration

Junyu Chen, Yihao Liu, Yufan He, Yong Du

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

Unified Supervised-Unsupervised (SUPER) Learning for X-ray CT Image Reconstruction

Siqi Ye, Zhipeng Li, Michael T. McCann, Yong Long, Saiprasad Ravishankar

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

Comments 18 pages, 21 figures, submitted journal paper

Journal ref IEEE Transactions on Medical Imaging, vol. 40, no. 11, pp. 2986-3001, Nov. 2021

On Fairness of Medical Image Classification with Multiple Sensitive Attributes via Learning Orthogonal Representations

Wenlong Deng, Yuan Zhong, Qi Dou, Xiaoxiao Li

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

Patched Diffusion Models for Unsupervised Anomaly Detection in Brain MRI

Finn Behrendt, Debayan Bhattacharya, Julia Krüger, Roland Opfer, Alexander Schlaefer

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

Comments Accepted full paper at the MIDL23 conference

Evaluating the Fairness of Deep Learning Uncertainty Estimates in Medical Image Analysis

Raghav Mehta, Changjian Shui, Tal Arbel

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

Comments Paper accepted at MIDL 2023

MRI-based classification of IDH mutation and 1p/19q codeletion status of gliomas using a 2.5D hybrid multi-task convolutional neural network

Satrajit Chakrabarty, Pamela LaMontagne, Joshua Shimony, Daniel S. Marcus, Aristeidis Sotiras

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

Semantic-guided Disentangled Representation for Unsupervised Cross-modality Medical Image Segmentation

Shuai Wang, Rui Li

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

Comments Tech Report. 10pages, 4 figures

The Role of Local Alignment and Uniformity in Image-Text Contrastive Learning on Medical Images

Philip Müller, Georgios Kaissis, Daniel Rueckert

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

Comments NeurIPS 2022 Workshop: Self-Supervised Learning - Theory and Practice (Reason for updated version: correction of a typo in Eq. (2) and (3))

3D UX-Net: A Large Kernel Volumetric ConvNet Modernizing Hierarchical Transformer for Medical Image Segmentation

Ho Hin Lee, Shunxing Bao, Yuankai Huo, Bennett A. Landman

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

Comments Accepted to ICLR 2023

Extended Version of "New Theory and Faster Computations for Subspace-Based Sensitivity Map Estimation in Multichannel MRI''

Rodrigo A. Lobos, Chin-Cheng Chan, Justin P. Haldar

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

Magnification Invariant Medical Image Analysis: A Comparison of Convolutional Networks, Vision Transformers, and Token Mixers

Pranav Jeevan, Nikhil Cherian Kurian, Amit Sethi

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

Comments 6 pages, 3 figures

Non-rigid Medical Image Registration using Physics-informed Neural Networks

Zhe Min, Zachary M. C. Baum, Shaheer U. Saeed, Mark Emberton, Dean C. Barratt, Zeike A. Taylor, Yipeng Hu

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

Comments IPMI 2023

ViGU: Vision GNN U-Net for Fast MRI

Jiahao Huang, Angelica Aviles-Rivero, Carola-Bibiane Schonlieb, Guang Yang

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

Comments ISBI2023

Attention-Guided Autoencoder for Automated Progression Prediction of Subjective Cognitive Decline with Structural MRI

Hao Guan, Ling Yue, Pew-Thian Yap, Shifu Xiao, Andrea Bozoki, Mingxia Liu

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

Comments 10 pages, 12 figures

Edge-weighted pFISTA-Net for MRI Reconstruction

Jianpeng Cao

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

Optimizing CT Scan Geometries With and Without Gradients

Mareike Thies, Fabian Wagner, Noah Maul, Laura Pfaff, Linda-Sophie Schneider, Christopher Syben, Andreas Maier

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

RFC-Net: Learning High Resolution Global Features for Medical Image Segmentation on a Computational Budget

Sourajit Saha, Shaswati Saha, Md Osman Gani, Tim Oates, David Chapman

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

Comments In Proceedings of AAAI Conference on Artificial Intelligence 2023

PyMIC: A deep learning toolkit for annotation-efficient medical image segmentation

Guotai Wang, Xiangde Luo, Ran Gu, Shuojue Yang, Yijie Qu, Shuwei Zhai, Qianfei Zhao, Kang Li, Shaoting Zhang

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

Comments 12 pages, 6 figures

Journal ref Computer Methods and Programs in Biomedicine, Volume 231, April 2023, 107398

Aligning Multi-Sequence CMR Towards Fully Automated Myocardial Pathology Segmentation

Wangbin Ding, Lei Li, Junyi Qiu, Sihan Wang, Liqin Huang, Yinyin Chen, Shan Yang, Xiahai Zhuang

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

DDM$^2$: Self-Supervised Diffusion MRI Denoising with Generative Diffusion Models

Tiange Xiang, Mahmut Yurt, Ali B Syed, Kawin Setsompop, Akshay Chaudhari

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

Comments To appear in ICLR 2023

IMPORTANT-Net: Integrated MRI Multi-Parameter Reinforcement Fusion Generator with Attention Network for Synthesizing Absent Data

Tianyu Zhang, Tao Tan, Luyi Han, Xin Wang, Yuan Gao, Jonas Teuwen, Regina Beets-Tan, Ritse Mann

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

The Fully Convolutional Transformer for Medical Image Segmentation

Athanasios Tragakis, Chaitanya Kaul, Roderick Murray-Smith, Dirk Husmeier

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

Journal ref Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), 2023, pp. 3660-3669

Prostate Lesion Estimation using Prostate Masks from Biparametric MRI

Ahmet Karagoz, Mustafa Ege Seker, Mert Yergin, Tarkan Atak Kan, Mustafa Said Kartal, Ercan Karaarslan, Deniz Alis, Ilkay Oksuz

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

Successive Subspace Learning for Cardiac Disease Classification with Two-phase Deformation Fields from Cine MRI

Xiaofeng Liu, Fangxu Xing, Hanna K. Gaggin, C. -C. Jay Kuo, Georges El Fakhri, Jonghye Woo

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

Comments ISBI 2023

Predicting 4D Liver MRI for MR-guided Interventions

Gino Gulamhussene, Anneke Meyer, Marko Rak, Oleksii Bashkanov, Jazan Omari, Maciej Pech, Christian Hansen

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

Comments 17 pages, 8 figures, submitted to Computerized Medical Imaging and Graphics

Swap-Free Fat-Water Separation in Dixon MRI using Conditional Generative Adversarial Networks

Nicolas Basty, Marjola Thanaj, Madeleine Cule, Elena P. Sorokin, Yi Liu, Jimmy D. Bell, E. Louise Thomas, Brandon Whitcher

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

Journal ref Journal of Big Data 2023

Explicit Temporal Embedding in Deep Generative Latent Models for Longitudinal Medical Image Synthesis

Julian Schön, Raghavendra Selvan, Lotte Nygård, Ivan Richter Vogelius, Jens Petersen

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

Multiscale Metamorphic VAE for 3D Brain MRI Synthesis

Jaivardhan Kapoor, Jakob H. Macke, Christian F. Baumgartner

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

Comments Accepted to the NeurIPS 2022 Workshop on Medical Imaging meets NeurIPS

Comparing One-step and Two-step Scatter Correction and Density Reconstruction in X-ray CT

Alexander N. Sietsema, Michael T. McCann, Marc L. Klasky, Saiprasad Ravishankar

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

Journal ref Proc. SPIE 12304, 7th International Conference on Image Formation in X-Ray Computed Tomography, 123042E, 2022