医学 AI - arXivDaily 专题

2102.04525 2021-11-25 eess.IV cs.CV cs.LG 82%

Unified Focal loss: Generalising Dice and cross entropy-based losses to handle class imbalanced medical image segmentation

Michael Yeung, Evis Sala, Carola-Bibiane Schönlieb, Leonardo Rundo

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

2105.11748 2021-11-22 eess.IV cs.CV cs.LG 82%

Dense Regression Activation Maps For Lesion Segmentation in CT scans of COVID-19 patients

Weiyi Xie, Colin Jacobs, Jean-Paul Charbonnier, Bram van Ginneken

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

2111.08710 2021-11-18 eess.IV cs.CV cs.LG 82%

CNN Filter Learning from Drawn Markers for the Detection of Suggestive Signs of COVID-19 in CT Images

Azael M. Sousa, Fabiano Reis, Rachel Zerbini, João L. D. Comba, Alexandre X. Falcão

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

Comments 4 pages. To be published in the 43rd Annual International Conference of the IEEE Engineering in Medicine and Biology Society

2102.03932 2021-11-12 eess.IV cs.CV cs.LG 82%

Automatic Breast Lesion Detection in Ultrafast DCE-MRI Using Deep Learning

Fazael Ayatollahi, Shahriar B. Shokouhi, Ritse M. Mann, Jonas Teuwen

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

Journal ref Medical physics vol. 48,10 (2021): 5897-5907

2111.02400 2021-11-05 cs.LG cs.AI cs.CV eess.IV math.OC 82%

Deep AUC Maximization for Medical Image Classification: Challenges and Opportunities

Tianbao Yang

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

Comments Medical Imaging meets NeurIPS 2021 workshop

2111.01665 2021-11-03 eess.IV cs.CV cs.LG 82%

Explainable Medical Image Segmentation via Generative Adversarial Networks and Layer-wise Relevance Propagation

Awadelrahman M. A. Ahmed, Leen A. M. Ali

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

Comments Nordic Machine Intelligence

2110.14703 2021-10-29 eess.IV cs.LG eess.SP 82%

Alternating Learning Approach for Variational Networks and Undersampling Pattern in Parallel MRI Applications

Marcelo V. W. Zibetti, Florian Knoll, Ravinder R. Regatte

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

1906.05956 2021-10-28 cs.LG cs.CV eess.IV stat.ML 82%

Scalable Neural Architecture Search for 3D Medical Image Segmentation

Sungwoong Kim, Ildoo Kim, Sungbin Lim, Woonhyuk Baek, Chiheon Kim, Hyungjoo Cho, Boogeon Yoon, Taesup Kim

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

Comments 9 pages, 3 figures

2011.14164 2021-10-27 cs.CV cs.LG eess.IV 82%

Towards Robust Partially Supervised Multi-Structure Medical Image Segmentation on Small-Scale Data

Nanqing Dong, Michael Kampffmeyer, Xiaodan Liang, Min Xu, Irina Voiculescu, Eric P. Xing

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

Comments Accepted by Applied Soft Computing

2110.13036 2021-10-26 eess.IV cs.CV cs.LG 82%

Dual Skip Connections Minimize the False Positive Rate of Lung Nodule Detection in CT images

Jiahua Xu, Philipp Ernst, Tung Lung Liu, Andreas Nürnberger

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

Comments to be published at IEEE EMBC 2021, in IEEE Xplore

2110.12192 2021-10-26 eess.IV cs.CV cs.LG 82%

Dual Shape Guided Segmentation Network for Organs-at-Risk in Head and Neck CT Images

Shuai Wang, Theodore Yanagihara, Bhishamjit Chera, Colette Shen, Pew-Thian Yap, Jun Lian

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

2102.09508 2021-10-26 cs.CV cs.LG eess.IV 82%

Domain Adaptation for Medical Image Analysis: A Survey

Hao Guan, Mingxia Liu

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

Comments 15 pages, 7 figures

2102.06665 2021-10-25 eess.IV cs.CV cs.LG 82%

Bayesian Uncertainty Estimation of Learned Variational MRI Reconstruction

Dominik Narnhofer, Alexander Effland, Erich Kobler, Kerstin Hammernik, Florian Knoll, Thomas Pock

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

Comments 19 pages, 11 figures

2110.10403 2021-10-22 eess.IV cs.CV cs.LG 82%

AFTer-UNet: Axial Fusion Transformer UNet for Medical Image Segmentation

Xiangyi Yan, Hao Tang, Shanlin Sun, Haoyu Ma, Deying Kong, Xiaohui Xie

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

2103.10504 2021-10-12 eess.IV cs.CV cs.LG 82%

UNETR: Transformers for 3D Medical Image Segmentation

Ali Hatamizadeh, Yucheng Tang, Vishwesh Nath, Dong Yang, Andriy Myronenko, Bennett Landman, Holger Roth, Daguang Xu

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

Comments Accepted to IEEE Winter Conference on Applications of Computer Vision (WACV) 2022

2110.04143 2021-10-11 physics.med-ph 82%

Proceedings of the 16th Virtual International Meeting on Fully 3D Image Reconstruction in Radiology and Nuclear Medicine

Georg Schramm, Ahmadreza Rezaei, Kris Thielemans, Johan Nuyts

专题命中医学影像：radiology(title,abstract)；CT(abstract)

2110.01761 2021-10-06 eess.IV cs.CV cs.LG 82%

Proxy-bridged Image Reconstruction Network for Anomaly Detection in Medical Images

Kang Zhou, Jing Li, Weixin Luo, Zhengxin Li, Jianlong Yang, Huazhu Fu, Jun Cheng, Jiang Liu, Shenghua Gao

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

Comments This paper is accepted to IEEE TMI

2110.01605 2021-10-06 eess.IV cs.CV cs.LG 82%

CCS-GAN: COVID-19 CT-scan classification with very few positive training images

Sumeet Menon, Jayalakshmi Mangalagiri, Josh Galita, Michael Morris, Babak Saboury, Yaacov Yesha, Yelena Yesha, Phuong Nguyen, Aryya Gangopadhyay, David Chapman

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

Comments 10 pages, 9 figures, 1 table, submitted to IEEE Transactions on Medical Imaging

2109.07702 2021-10-05 eess.IV cs.CV cs.LG 82%

A Multi-Task Cross-Task Learning Architecture for Ad-hoc Uncertainty Estimation in 3D Cardiac MRI Image Segmentation

S. M. Kamrul Hasan, Cristian A. Linte

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

Comments Accepted to 2021 Computing in Cardiology (CinC); Code is available at https://github.com/SMKamrulHasan/MTCTL

2110.00109 2021-10-04 eess.IV cs.CV cs.LG 82%

DeepMCAT: Large-Scale Deep Clustering for Medical Image Categorization

Turkay Kart, Wenjia Bai, Ben Glocker, Daniel Rueckert

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

Comments Accepted for the DALI workshop at MICCAI 2021 (full oral)

2109.09521 2021-10-01 eess.IV cs.AI cs.CV cs.GR cs.LG 82%

RibSeg Dataset and Strong Point Cloud Baselines for Rib Segmentation from CT Scans

Jiancheng Yang, Shixuan Gu, Donglai Wei, Hanspeter Pfister, Bingbing Ni

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

Comments MICCAI 2021. The dataset, code, and model are available at https://github.com/M3DV/RibSeg

2012.03115 2021-09-30 eess.IV cs.LG eess.SP 82%

Bayesian optimization assisted unsupervised learning for efficient intra-tumor partitioning in MRI and survival prediction for glioblastoma patients

Yifan Li, Chao Li, Stephen Price, Carola-Bibiane Schönlieb, Xi Chen

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

Comments This is an older version of a paper titled "Adaptive unsupervised learning with better feature representation for intra-tumor partitioning and survival prediction in glioblastoma," and the two should be combined into one

2109.10777 2021-09-23 cs.CV cs.LG eess.IV 82%

Deep Variational Clustering Framework for Self-labeling of Large-scale Medical Images

Farzin Soleymani, Mohammad Eslami, Tobias Elze, Bernd Bischl, Mina Rezaei

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

Comments arXiv admin note: text overlap with arXiv:2109.05232

2109.10266 2021-09-22 cs.LG cs.CV eess.IV 82%

Comparison of single and multitask learning for predicting cognitive decline based on MRI data

Vandad Imani, Mithilesh Prakash, Marzieh Zare, Jussi Tohka

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

2109.09736 2021-09-22 eess.IV cs.CV cs.LG 82%

Unsupervised Domain Adaptation with Semantic Consistency across Heterogeneous Modalities for MRI Prostate Lesion Segmentation

Eleni Chiou, Francesco Giganti, Shonit Punwani, Iasonas Kokkinos, Eleftheria Panagiotaki

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

Comments Accepted at MICCAI 2021 Workshop on Domain Adaptation and Representation Transfer (DART). arXiv admin note: text overlap with arXiv:2010.07411

2109.08688 2021-09-21 eess.IV cs.AI cs.CV cs.LG 82%

Segmentation of Brain MRI using an Altruistic Harris Hawks' Optimization algorithm

Rajarshi Bandyopadhyay, Rohit Kundu, Diego Oliva, Ram Sarkar

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

Journal ref Knowledge-Based Systems,2021,107468, ISSN 0950-7051

2109.07955 2021-09-17 eess.IV cs.CV cs.LG 82%

Quality-aware Cine Cardiac MRI Reconstruction and Analysis from Undersampled k-space Data

Ines Machado, Esther Puyol-Anton, Kerstin Hammernik, Gastao Cruz, Devran Ugurlu, Bram Ruijsink, Miguel Castelo-Branco, Alistair Young, Claudia Prieto, Julia A. Schnabel, Andrew P. King

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

2109.07504 2021-09-17 cs.LG cs.CV eess.IV 82%

Federated Contrastive Learning for Decentralized Unlabeled Medical Images

Nanqing Dong, Irina Voiculescu

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

Comments Accepted by MICCAI 2021

2106.11731 2021-09-15 eess.IV cs.CV cs.LG 82%

MIMIR: Deep Regression for Automated Analysis of UK Biobank Body MRI

Taro Langner, Andrés Martínez Mora, Robin Strand, Håkan Ahlström, Joel Kullberg

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

2109.05159 2021-09-14 eess.IV cs.AI cs.CV cs.LG 82%

Co-Correcting: Noise-tolerant Medical Image Classification via mutual Label Correction

Jiarun Liu, Ruirui Li, Chuan Sun

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

Comments IEEE Transactions on Medical Imaging 2021

1. 医学影像 22645 篇

Unified Focal loss: Generalising Dice and cross entropy-based losses to handle class imbalanced medical image segmentation

Dense Regression Activation Maps For Lesion Segmentation in CT scans of COVID-19 patients

CNN Filter Learning from Drawn Markers for the Detection of Suggestive Signs of COVID-19 in CT Images

Automatic Breast Lesion Detection in Ultrafast DCE-MRI Using Deep Learning

Deep AUC Maximization for Medical Image Classification: Challenges and Opportunities

Explainable Medical Image Segmentation via Generative Adversarial Networks and Layer-wise Relevance Propagation

Alternating Learning Approach for Variational Networks and Undersampling Pattern in Parallel MRI Applications

Scalable Neural Architecture Search for 3D Medical Image Segmentation

Towards Robust Partially Supervised Multi-Structure Medical Image Segmentation on Small-Scale Data

Dual Skip Connections Minimize the False Positive Rate of Lung Nodule Detection in CT images

Dual Shape Guided Segmentation Network for Organs-at-Risk in Head and Neck CT Images

Domain Adaptation for Medical Image Analysis: A Survey

Bayesian Uncertainty Estimation of Learned Variational MRI Reconstruction

AFTer-UNet: Axial Fusion Transformer UNet for Medical Image Segmentation

UNETR: Transformers for 3D Medical Image Segmentation

Proceedings of the 16th Virtual International Meeting on Fully 3D Image Reconstruction in Radiology and Nuclear Medicine

Proxy-bridged Image Reconstruction Network for Anomaly Detection in Medical Images

CCS-GAN: COVID-19 CT-scan classification with very few positive training images

A Multi-Task Cross-Task Learning Architecture for Ad-hoc Uncertainty Estimation in 3D Cardiac MRI Image Segmentation

DeepMCAT: Large-Scale Deep Clustering for Medical Image Categorization

RibSeg Dataset and Strong Point Cloud Baselines for Rib Segmentation from CT Scans

Bayesian optimization assisted unsupervised learning for efficient intra-tumor partitioning in MRI and survival prediction for glioblastoma patients

Deep Variational Clustering Framework for Self-labeling of Large-scale Medical Images

Comparison of single and multitask learning for predicting cognitive decline based on MRI data

Unsupervised Domain Adaptation with Semantic Consistency across Heterogeneous Modalities for MRI Prostate Lesion Segmentation

Segmentation of Brain MRI using an Altruistic Harris Hawks' Optimization algorithm

Quality-aware Cine Cardiac MRI Reconstruction and Analysis from Undersampled k-space Data

Federated Contrastive Learning for Decentralized Unlabeled Medical Images

MIMIR: Deep Regression for Automated Analysis of UK Biobank Body MRI

Co-Correcting: Noise-tolerant Medical Image Classification via mutual Label Correction