医学 AI - arXivDaily 专题

2401.07654 2024-01-17 cs.CV 88%

Foundation Models for Biomedical Image Segmentation: A Survey

Ho Hin Lee, Yu Gu, Theodore Zhao, Yanbo Xu, Jianwei Yang, Naoto Usuyama, Cliff Wong, Mu Wei, Bennett A. Landman, Yuankai Huo, Alberto Santamaria-Pang, Hoifung Poon

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

Comments 22 pages, 4 figures, 7 tables

2312.01871 2023-12-05 cs.CV 88%

FeaInfNet: Diagnosis in Medical Image with Feature-Driven Inference and Visual Explanations

Yitao Peng, Lianghua He, Die Hu, Yihang Liu, Longzhen Yang, Shaohua Shang

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

2310.10765 2023-10-24 cs.CV cs.AI cs.CL 88%

BiomedJourney: Counterfactual Biomedical Image Generation by Instruction-Learning from Multimodal Patient Journeys

Yu Gu, Jianwei Yang, Naoto Usuyama, Chunyuan Li, Sheng Zhang, Matthew P. Lungren, Jianfeng Gao, Hoifung Poon

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

Comments Project page & demo: https://aka.ms/biomedjourney

2303.12237 2023-10-19 cs.CV cs.AI 88%

Automated deep learning segmentation of high-resolution 7 T postmortem MRI for quantitative analysis of structure-pathology correlations in neurodegenerative diseases

Pulkit Khandelwal, Michael Tran Duong, Shokufeh Sadaghiani, Sydney Lim, Amanda Denning, Eunice Chung, Sadhana Ravikumar, Sanaz Arezoumandan, Claire Peterson, Madigan Bedard, Noah Capp, Ranjit Ittyerah, Elyse Migdal, Grace Choi, Emily Kopp, Bridget Loja, Eusha Hasan, Jiacheng Li, Alejandra Bahena, Karthik Prabhakaran, Gabor Mizsei, Marianna Gabrielyan, Theresa Schuck, Winifred Trotman, John Robinson, Daniel Ohm, Edward B. Lee, John Q. Trojanowski, Corey McMillan, Murray Grossman, David J. Irwin, John Detre, M. Dylan Tisdall, Sandhitsu R. Das, Laura E. M. Wisse, David A. Wolk, Paul A. Yushkevich

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

Comments Preprint submitted to NeuroImage Project website: https://pulkit-khandelwal.github.io/exvivo-brain-upenn

2308.14050 2023-08-29 cs.CV cs.AI 88%

PECon: Contrastive Pretraining to Enhance Feature Alignment between CT and EHR Data for Improved Pulmonary Embolism Diagnosis

Santosh Sanjeev, Salwa K. Al Khatib, Mai A. Shaaban, Ibrahim Almakky, Vijay Ram Papineni, Mohammad Yaqub

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

2303.10202 2023-07-25 physics.med-ph cs.AI cs.LG 88%

Exploring contrast generalisation in deep learning-based brain MRI-to-CT synthesis

Lotte Nijskens, Cornelis, AT van den Berg, Joost JC Verhoeff, Matteo Maspero

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

Comments Preprint submitted to Physica Medica on 2023-02-16 for review. Also published in Zenodo at https://doi.org/10.5281/zenodo.7742642

2211.07820 2022-11-17 cs.CV 88%

Clinically Plausible Pathology-Anatomy Disentanglement in Patient Brain MRI with Structured Variational Priors

Anjun Hu, Jean-Pierre R. Falet, Brennan S. Nichyporuk, Changjian Shui, Douglas L. Arnold, Sotirios A. Tsaftaris, Tal Arbel

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

Comments Extended Abstract presented at Machine Learning for Health (ML4H) symposium 2022, November 28th, 2022, New Orleans, United States & Virtual, http://www.ml4h.cc, 11 pages

2103.09564 2022-08-24 cs.CV 88%

Hierarchical Random Walker Segmentation for Large Volumetric Biomedical Images

Dominik Drees, Florian Eilers, Xiaoyi Jiang

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

Journal ref IEEE Trans. Image Process. 31: pp. 4431-4446 (2022)

2207.09899 2022-07-21 cs.CV 88%

Labeling instructions matter in biomedical image analysis

Tim Rädsch, Annika Reinke, Vivienn Weru, Minu D. Tizabi, Nicholas Schreck, A. Emre Kavur, Bünyamin Pekdemir, Tobias Roß, Annette Kopp-Schneider, Lena Maier-Hein

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

2207.09107 2022-07-20 cs.CV cs.AI 88%

MONet: Multi-scale Overlap Network for Duplication Detection in Biomedical Images

Ekraam Sabir, Soumyaroop Nandi, Wael AbdAlmageed, Prem Natarajan

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

Comments To appear at ICIP 2022

2204.06243 2022-04-14 cs.CV 88%

Rapid model transfer for medical image segmentation via iterative human-in-the-loop update: from labelled public to unlabelled clinical datasets for multi-organ segmentation in CT

Wenao Ma, Shuang Zheng, Lei Zhang, Huimao Zhang, Qi Dou

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

2106.09862 2022-01-11 cs.CV 88%

Medical Image Analysis on Left Atrial LGE MRI for Atrial Fibrillation Studies: A Review

Lei Li, Veronika A. Zimmer, Julia A. Schnabel, Xiahai Zhuang

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

Comments 30 pages

2012.01644 2021-10-27 cs.CV 88%

Capturing implicit hierarchical structure in 3D biomedical images with self-supervised hyperbolic representations

Joy Hsu, Jeffrey Gu, Gong-Her Wu, Wah Chiu, Serena Yeung

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

Comments To appear at NeurIPS 2021

2001.03414 2021-10-15 physics.med-ph eess.IV 88%

Attenuation Coefficient Estimation for PET/MRI With Bayesian Deep Learning pseudo-CT and Maximum Likelihood Estimation of Activity and Attenuation

Andrew P. Leynes, Sangtae P. Ahn, Kristen A. Wangerin, Sandeep S. Kaushik, Florian Wiesinger, Thomas A. Hope, Peder E. Z. Larson

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

Comments Accepted to the IEEE Transactions on Radiation and Plasma Medical Sciences on October 3, 2021. To be published under open access Creative Commons Attribution License (CC BY)

Journal ref IEEE Transactions on Radiation and Plasma Medical Sciences, Early access, 2021

2107.08650 2021-07-20 cs.CV 88%

Compound Figure Separation of Biomedical Images with Side Loss

Tianyuan Yao, Chang Qu, Quan Liu, Ruining Deng, Yuanhan Tian, Jiachen Xu, Aadarsh Jha, Shunxing Bao, Mengyang Zhao, Agnes B. Fogo, Bennett A. Landman, Catie Chang, Haichun Yang, Yuankai Huo

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

2106.14385 2021-06-29 cs.CV 88%

Multi-Compound Transformer for Accurate Biomedical Image Segmentation

Yuanfeng Ji, Ruimao Zhang, Huijie Wang, Zhen Li, Lingyun Wu, Shaoting Zhang, Ping Luo

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

Comments Accepted by MICCAI2021

2104.01325 2021-04-06 cs.CV 88%

DARCNN: Domain Adaptive Region-based Convolutional Neural Network for Unsupervised Instance Segmentation in Biomedical Images

Joy Hsu, Wah Chiu, Serena Yeung

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

Comments To appear at CVPR 2021

1609.01006 2021-03-23 cs.CV 88%

Combining Fully Convolutional and Recurrent Neural Networks for 3D Biomedical Image Segmentation

Jianxu Chen, Lin Yang, Yizhe Zhang, Mark Alber, Danny Z. Chen

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

Journal ref https://papers.nips.cc/paper/2016/hash/4dcf435435894a4d0972046fc566af76-Abstract.html

1901.03565 2021-03-12 eess.IV 88%

Biomedical Image Reconstruction: From the Foundations to Deep Neural Networks

Michael T. McCann, Michael Unser

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

Journal ref Foundations and Trends in Signal Processing, vol. 13, no. 3, Art. no. 3, Dec. 2019

2103.02220 2021-03-04 cs.CV 88%

Unsupervised Domain Adaptation Network with Category-Centric Prototype Aligner for Biomedical Image Segmentation

Ping Gong, Wenwen Yu, Qiuwen Sun, Ruohan Zhao, Junfeng Hu

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

Comments Ping Gong and Wenwen Yu contributed equally to this work. 11 pages, 4 figures, 3 tables

2004.11076 2020-04-24 cs.CV 88%

DAN: A Deformation-Aware Network for Consecutive Biomedical Image Interpolation

Zejin Wang, Guoqing Li, Xi Chen, Hua Han

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

2004.02748 2020-04-07 cs.CV 88%

Semantic Segmentation of highly class imbalanced fully labelled 3D volumetric biomedical images and unsupervised Domain Adaptation of the pre-trained Segmentation Network to segment another fully unlabelled Biomedical 3D Image stack

Shreya Roy, Anirban Chakraborty

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

Comments 6 pages and 6 figures. Submitting to ICPR2020

2002.12515 2020-03-02 physics.med-ph eess.IV 88%

A Prospective Randomized Clinical Trial for Measuring Radiology Study Reporting Time on Artificial Intelligence-Based Detection of Intracranial Hemorrhage in Emergent Care Head CT

Axel Wismüller, Larry Stockmaster

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

Comments This is a pre-print version of a publication that was presented at the SPIE Medical Imaging 2020 Conference, Houston, TX, USA, February 15-20, 2020. A final version of this paper will be published by SPIE. 7 pages, 1 figure

2002.06588 2020-02-18 cs.CV 88%

Automated Labelling using an Attention model for Radiology reports of MRI scans (ALARM)

David A. Wood, Jeremy Lynch, Sina Kafiabadi, Emily Guilhem, Aisha Al Busaidi, Antanas Montvila, Thomas Varsavsky, Juveria Siddiqui, Naveen Gadapa, Matthew Townend, Martin Kiik, Keena Patel, Gareth Barker, Sebastian Ourselin, James H. Cole, Thomas C. Booth

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

1910.10371 2019-10-24 cs.CV 88%

Semi-supervised Multi-domain Multi-task Training for Metastatic Colon Lymph Node Diagnosis From Abdominal CT

Saskia Glaser, Gabriel Maicas, Sergei Bedrikovetski, Tarik Sammour, Gustavo Carneiro

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

Comments Under review at ISBI 2020

1909.12612 2019-09-30 cs.CV cs.NE 88%

Biomedical Image Segmentation by Retina-like Sequential Attention Mechanism Using Only A Few Training Images

Shohei Hayashi, Bisser Raytchev, Toru Tamaki, Kazufumi Kaneda

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

Comments Submitted to MLMI 2019

1907.13524 2019-09-24 cs.CV 88%

Probabilistic Motion Modeling from Medical Image Sequences: Application to Cardiac Cine-MRI

Julian Krebs, Tommaso Mansi, Nicholas Ayache, Hervé Delingette

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

Comments Probabilistic Motion Model, Motion Tracking, Temporal Super-Resolution, Diffeomorphic Registration, Temporal Variational Autoencoder (Final version)

1806.02051 2019-09-19 cs.CV 88%

Why rankings of biomedical image analysis competitions should be interpreted with care

Lena Maier-Hein, Matthias Eisenmann, Annika Reinke, Sinan Onogur, Marko Stankovic, Patrick Scholz, Tal Arbel, Hrvoje Bogunovic, Andrew P. Bradley, Aaron Carass, Carolin Feldmann, Alejandro F. Frangi, Peter M. Full, Bram van Ginneken, Allan Hanbury, Katrin Honauer, Michal Kozubek, Bennett A. Landman, Keno März, Oskar Maier, Klaus Maier-Hein, Bjoern H. Menze, Henning Müller, Peter F. Neher, Wiro Niessen, Nasir Rajpoot, Gregory C. Sharp, Korsuk Sirinukunwattana, Stefanie Speidel, Christian Stock, Danail Stoyanov, Abdel Aziz Taha, Fons van der Sommen, Ching-Wei Wang, Marc-André Weber, Guoyan Zheng, Pierre Jannin, Annette Kopp-Schneider

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

Comments Article published in Nature Communications: https://rdcu.be/bRmNr

Journal ref Nature communications 9.1 (2018): 5217

1909.04148 2019-09-11 cs.CV 88%

ACE-Net: Biomedical Image Segmentation with Augmented Contracting and Expansive Paths

Yanhao Zhu, Zhineng Chen, Shuai Zhao, Hongtao Xie, Wenming Guo, Yongdong Zhang

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

1901.01578 2019-09-10 cs.CV 88%

CC-Net: Image Complexity Guided Network Compression for Biomedical Image Segmentation

Suraj Mishra, Peixian Liang, Adam Czajka, Danny Z. Chen, X. Sharon Hu

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

Comments Updated FM energy dist. figure

1. 医学影像 22563 篇

Foundation Models for Biomedical Image Segmentation: A Survey

FeaInfNet: Diagnosis in Medical Image with Feature-Driven Inference and Visual Explanations

BiomedJourney: Counterfactual Biomedical Image Generation by Instruction-Learning from Multimodal Patient Journeys

Automated deep learning segmentation of high-resolution 7 T postmortem MRI for quantitative analysis of structure-pathology correlations in neurodegenerative diseases

PECon: Contrastive Pretraining to Enhance Feature Alignment between CT and EHR Data for Improved Pulmonary Embolism Diagnosis

Exploring contrast generalisation in deep learning-based brain MRI-to-CT synthesis

Clinically Plausible Pathology-Anatomy Disentanglement in Patient Brain MRI with Structured Variational Priors

Hierarchical Random Walker Segmentation for Large Volumetric Biomedical Images

Labeling instructions matter in biomedical image analysis

MONet: Multi-scale Overlap Network for Duplication Detection in Biomedical Images

Rapid model transfer for medical image segmentation via iterative human-in-the-loop update: from labelled public to unlabelled clinical datasets for multi-organ segmentation in CT

Medical Image Analysis on Left Atrial LGE MRI for Atrial Fibrillation Studies: A Review

Capturing implicit hierarchical structure in 3D biomedical images with self-supervised hyperbolic representations

Attenuation Coefficient Estimation for PET/MRI With Bayesian Deep Learning pseudo-CT and Maximum Likelihood Estimation of Activity and Attenuation

Compound Figure Separation of Biomedical Images with Side Loss

Multi-Compound Transformer for Accurate Biomedical Image Segmentation

DARCNN: Domain Adaptive Region-based Convolutional Neural Network for Unsupervised Instance Segmentation in Biomedical Images

Combining Fully Convolutional and Recurrent Neural Networks for 3D Biomedical Image Segmentation

Biomedical Image Reconstruction: From the Foundations to Deep Neural Networks

Unsupervised Domain Adaptation Network with Category-Centric Prototype Aligner for Biomedical Image Segmentation

DAN: A Deformation-Aware Network for Consecutive Biomedical Image Interpolation

Semantic Segmentation of highly class imbalanced fully labelled 3D volumetric biomedical images and unsupervised Domain Adaptation of the pre-trained Segmentation Network to segment another fully unlabelled Biomedical 3D Image stack

A Prospective Randomized Clinical Trial for Measuring Radiology Study Reporting Time on Artificial Intelligence-Based Detection of Intracranial Hemorrhage in Emergent Care Head CT

Automated Labelling using an Attention model for Radiology reports of MRI scans (ALARM)

Semi-supervised Multi-domain Multi-task Training for Metastatic Colon Lymph Node Diagnosis From Abdominal CT

Biomedical Image Segmentation by Retina-like Sequential Attention Mechanism Using Only A Few Training Images

Probabilistic Motion Modeling from Medical Image Sequences: Application to Cardiac Cine-MRI

Why rankings of biomedical image analysis competitions should be interpreted with care

ACE-Net: Biomedical Image Segmentation with Augmented Contracting and Expansive Paths

CC-Net: Image Complexity Guided Network Compression for Biomedical Image Segmentation