医学 AI

MedKLIP: Medical Knowledge Enhanced Language-Image Pre-Training in Radiology

Chaoyi Wu, Xiaoman Zhang, Ya Zhang, Yanfeng Wang, Weidi Xie

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

Directional Connectivity-based Segmentation of Medical Images

Ziyun Yang, Sina Farsiu

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

Comments Accepted by CVPR 2023

Robust machine learning segmentation for large-scale analysis of heterogeneous clinical brain MRI datasets

Benjamin Billot, Colin Magdamo, You Cheng, Steven E. Arnold, Sudeshna Das, Juan. E. Iglesias

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

Comments under review, extension of MICCAI 2022 paper

CTformer: Convolution-free Token2Token Dilated Vision Transformer for Low-dose CT Denoising

Dayang Wang, Fenglei Fan, Zhan Wu, Rui Liu, Fei Wang, Hengyong Yu

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

Comments 11 pages, 14 figures

CoLa-Diff: Conditional Latent Diffusion Model for Multi-Modal MRI Synthesis

Lan Jiang, Ye Mao, Xi Chen, Xiangfeng Wang, Chao Li

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

Comments 8 pages

Increasing Textual Context Size Boosts Medical Image-Text Matching

Idan Glassberg, Tom Hope

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

GPT4MIA: Utilizing Generative Pre-trained Transformer (GPT-3) as A Plug-and-Play Transductive Model for Medical Image Analysis

Yizhe Zhang, Danny Z. Chen

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

Comments Version 3: Added appendix with more results and visualizations. Questions and suggestions are welcome

Spatial Attention-based Implicit Neural Representation for Arbitrary Reduction of MRI Slice Spacing

Xin Wang, Sheng Wang, Honglin Xiong, Kai Xuan, Zixu Zhuang, Mengjun Liu, Zhenrong Shen, Xiangyu Zhao, Lichi Zhang, Qian Wang

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

Fast 3D Volumetric Image Reconstruction from 2D MRI Slices by Parallel Processing

Somoballi Ghoshal, Shremoyee Goswami, Amlan Chakrabarti, Susmita Sur-Kolay

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

Comments 19 pages, figure 14

Knowledge Distillation for Adaptive MRI Prostate Segmentation Based on Limit-Trained Multi-Teacher Models

Eddardaa Ben Loussaief, Hatem Rashwan, Mohammed Ayad, Mohammed Zakaria Hassan, Domenec Puig

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

2D and 3D CNN-Based Fusion Approach for COVID-19 Severity Prediction from 3D CT-Scans

Fares Bougourzi, Fadi Dornaika, Amir Nakib, Cosimo Distante, Abdelmalik Taleb-Ahmed

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

Comments arXiv admin note: substantial text overlap with arXiv:2206.15431

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