医学 AI - arXivDaily 专题

2311.14414 2023-11-27 eess.IV cs.CV 62%

Deformable multi-modal image registration for the correlation between optical measurements and histology images

Lianne Feenstra, Maud Lambregts, Theo J. M Ruers, Behdad Dashtbozorg

专题命中医学数据与评测：pathology(abstract)；分类 cs.CV、eess.IV

2311.10754 2023-11-27 eess.IV cs.CV 62%

A Recent Survey of the Advancements in Deep Learning Techniques for Monkeypox Disease Detection

Saddam Hussain Khan, Rashid Iqbal, Saeeda Naz

专题命中医学数据与评测：diagnosis(abstract)；分类 cs.CV、eess.IV

Comments 53 pages, 16 figures, 7 tables

2310.18494 2023-10-31 eess.IV cs.CV 62%

Knowledge-based in silico models and dataset for the comparative evaluation of mammography AI for a range of breast characteristics, lesion conspicuities and doses

Elena Sizikova, Niloufar Saharkhiz, Diksha Sharma, Miguel Lago, Berkman Sahiner, Jana G. Delfino, Aldo Badano

专题命中医学数据与评测：pathology(abstract)；分类 cs.CV、eess.IV

Comments NeurIPS 2023 Datasets and Benchmarks Track

2208.03392 2023-10-31 cs.LG cs.CR cs.CV 62%

Federated Learning for Medical Applications: A Taxonomy, Current Trends, Challenges, and Future Research Directions

Ashish Rauniyar, Desta Haileselassie Hagos, Debesh Jha, Jan Erik Håkegård, Ulas Bagci, Danda B. Rawat, Vladimir Vlassov

专题命中医学数据与评测：diagnosis(abstract)；分类 cs.CV、cs.LG

Comments Accepted at IEEE Internet of Things Journal

2310.17335 2023-10-27 cs.LG eess.SP 62%

A multi-artifact EEG denoising by frequency-based deep learning

Matteo Gabardi, Aurora Saibene, Francesca Gasparini, Daniele Rizzo, Fabio Antonio Stella

专题命中医学数据与评测：diagnosis(abstract)；分类 cs.LG、eess.SP

Comments Accepted at the Italian Workshop on Artificial Intelligence for Human-Machine Interaction (AIxHMI 2023), November 06, 2023, Rome, Italy

1908.01505 2023-10-09 cs.CV cs.IR cs.LG 62%

A Fast Content-Based Image Retrieval Method Using Deep Visual Features

Hiroki Tanioka

专题命中医学数据与评测：medical image(abstract)；分类 cs.CV、cs.LG

Comments accepted in ICDAR-WML: The 2nd International Workshop on Machine Learning 2019

Journal ref 2019 International Conference on Document Analysis and Recognition Workshops (ICDARW), Sydney, NSW, Australia, 2019, pp. 20-23

2306.05907 2023-09-26 eess.IV cs.LG 62%

2DeteCT -- A large 2D expandable, trainable, experimental Computed Tomography dataset for machine learning

Maximilian B. Kiss, Sophia B. Coban, K. Joost Batenburg, Tristan van Leeuwen, Felix Lucka

专题命中医学数据与评测：CT(abstract)；分类 cs.LG、eess.IV

Journal ref Scientific Data 10, 576 (2023)

2202.06997 2023-09-26 eess.IV cs.CV 62%

Cross-Modality Neuroimage Synthesis: A Survey

Guoyang Xie, Yawen Huang, Jinbao Wang, Jiayi Lyu, Feng Zheng, Yefeng Zheng, Yaochu Jin

专题命中医学数据与评测：diagnosis(abstract)；分类 cs.CV、eess.IV

2309.10210 2023-09-20 eess.IV cs.CV 62%

ProtoKD: Learning from Extremely Scarce Data for Parasite Ova Recognition

Shubham Trehan, Udhav Ramachandran, Ruth Scimeca, Sathyanarayanan N. Aakur

专题命中医学数据与评测：biomedical(abstract)；分类 cs.CV、eess.IV

Comments To Appear at IEEE ICMLA 2023

2105.08511 2023-09-19 cs.LG cs.CR eess.IV 62%

Privacy-Preserving Constrained Domain Generalization via Gradient Alignment

Chris Xing Tian, Haoliang Li, Yufei Wang, Shiqi Wang

专题命中医学数据与评测：medical image(abstract)；分类 cs.LG、eess.IV

2309.07192 2023-09-15 eess.IV cs.LG 62%

The effect of data augmentation and 3D-CNN depth on Alzheimer's Disease detection

Rosanna Turrisi, Alessandro Verri, Annalisa Barla

专题命中医学数据与评测：MRI(abstract)；分类 cs.LG、eess.IV

2309.00864 2023-09-06 cs.LG cs.AI cs.CV cs.DC 62%

Equitable-FL: Federated Learning with Sparsity for Resource-Constrained Environment

Indrajeet Kumar Sinha, Shekhar Verma, Krishna Pratap Singh

专题命中医学数据与评测：MRI(abstract)；分类 cs.CV、cs.LG

Comments 12 pages, 7 figures

2308.13970 2023-09-04 cs.LG cs.AI cs.CV 62%

FAM: fast adaptive federated meta-learning

Indrajeet Kumar Sinha, Shekhar Verma, Krishna Pratap Singh

专题命中医学数据与评测：MRI(abstract)；分类 cs.CV、cs.LG

Comments 13 Pages, 1 figure

2308.10984 2023-08-23 cs.CV eess.IV 62%

Debiasing Counterfactuals In the Presence of Spurious Correlations

Amar Kumar, Nima Fathi, Raghav Mehta, Brennan Nichyporuk, Jean-Pierre R. Falet, Sotirios Tsaftaris, Tal Arbel

专题命中医学数据与评测：pathology(abstract)；分类 cs.CV、eess.IV

Comments Accepted to the FAIMI (Fairness of AI in Medical Imaging) workshop at MICCAI 2023

2308.07387 2023-08-16 cs.LG cs.CR cs.CV cs.DC 62%

DISBELIEVE: Distance Between Client Models is Very Essential for Effective Local Model Poisoning Attacks

Indu Joshi, Priyank Upadhya, Gaurav Kumar Nayak, Peter Schüffler, Nassir Navab

专题命中医学数据与评测：medical image(abstract)；分类 cs.CV、cs.LG

Comments Accepted by MICCAI 2023 - DeCaF

2308.04070 2023-08-09 cs.CV cs.LG 62%

ConDistFL: Conditional Distillation for Federated Learning from Partially Annotated Data

Pochuan Wang, Chen Shen, Weichung Wang, Masahiro Oda, Chiou-Shann Fuh, Kensaku Mori, Holger R. Roth

专题命中医学数据与评测：CT(abstract)；分类 cs.CV、cs.LG

2306.07089 2023-06-29 eess.IV cs.AI cs.CV 62%

Topology Repairing of Disconnected Pulmonary Airways and Vessels: Baselines and a Dataset

Ziqiao Weng, Jiancheng Yang, Dongnan Liu, Weidong Cai

专题命中医学数据与评测：diagnosis(abstract)；分类 cs.CV、eess.IV

Comments MICCAI 2023 Early Accepted

2303.05745 2023-06-28 eess.IV cs.CV 62%

Multi-site, Multi-domain Airway Tree Modeling (ATM'22): A Public Benchmark for Pulmonary Airway Segmentation

Minghui Zhang, Yangqian Wu, Hanxiao Zhang, Yulei Qin, Hao Zheng, Wen Tang, Corey Arnold, Chenhao Pei, Pengxin Yu, Yang Nan, Guang Yang, Simon Walsh, Dominic C. Marshall, Matthieu Komorowski, Puyang Wang, Dazhou Guo, Dakai Jin, Ya'nan Wu, Shuiqing Zhao, Runsheng Chang, Boyu Zhang, Xing Lv, Abdul Qayyum, Moona Mazher, Qi Su, Yonghuang Wu, Ying'ao Liu, Yufei Zhu, Jiancheng Yang, Ashkan Pakzad, Bojidar Rangelov, Raul San Jose Estepar, Carlos Cano Espinosa, Jiayuan Sun, Guang-Zhong Yang, Yun Gu

专题命中医学数据与评测：CT(abstract)；分类 cs.CV、eess.IV

Comments 32 pages, 16 figures. Homepage: https://atm22.grand-challenge.org/. Submitted

2306.08728 2023-06-16 cs.LG cs.AI eess.SP 62%

Towards trustworthy seizure onset detection using workflow notes

Khaled Saab, Siyi Tang, Mohamed Taha, Christopher Lee-Messer, Christopher Ré, Daniel Rubin

专题命中医学数据与评测：healthcare AI(abstract)；分类 cs.LG、eess.SP

2305.19016 2023-05-31 eess.IV cs.CV 62%

An Evaluation of Lightweight Deep Learning Techniques in Medical Imaging for High Precision COVID-19 Diagnostics

Ogechukwu Ukwandu, Hanan Hindy, Elochukwu Ukwandu

专题命中医学数据与评测：medical image(abstract)；分类 cs.CV、eess.IV

Comments 20 pages, 9 Tables, 10 Figures

2305.12068 2023-05-23 eess.IV cs.AI cs.CV 62%

Technical outlier detection via convolutional variational autoencoder for the ADMANI breast mammogram dataset

Hui Li, Carlos A. Pena Solorzano, Susan Wei, Davis J. McCarthy

专题命中医学数据与评测：diagnosis(abstract)；分类 cs.CV、eess.IV

2112.11716 2023-04-21 cs.CV eess.IV 62%

Comparing radiologists' gaze and saliency maps generated by interpretability methods for chest x-rays

Ricardo Bigolin Lanfredi, Ambuj Arora, Trafton Drew, Joyce D. Schroeder, Tolga Tasdizen

专题命中医学数据与评测：medical image(abstract)；分类 cs.CV、eess.IV

Comments This paper was presented as an Extended Abstract at the Gaze Meets ML 2022 Workshop, a NeurIPS 2022 workshop

2207.06551 2023-04-18 eess.IV cs.CV 62%

Body Composition Assessment with Limited Field-of-view Computed Tomography: A Semantic Image Extension Perspective

Kaiwen Xu, Thomas Li, Mirza S. Khan, Riqiang Gao, Sanja L. Antic, Yuankai Huo, Kim L. Sandler, Fabien Maldonado, Bennett A. Landman

专题命中医学数据与评测：CT(abstract)；分类 cs.CV、eess.IV

Comments Updated with additional evaluation and clarification

2211.13606 2023-04-14 cs.LG cs.AI eess.IV 62%

Collaborative Training of Medical Artificial Intelligence Models with non-uniform Labels

Soroosh Tayebi Arasteh, Peter Isfort, Marwin Saehn, Gustav Mueller-Franzes, Firas Khader, Jakob Nikolas Kather, Christiane Kuhl, Sven Nebelung, Daniel Truhn

专题命中医学数据与评测：medical image(abstract)；分类 cs.LG、eess.IV

Comments Published in Nature Scientific Reports

Journal ref Sci Rep 13, 6046 (2023)

2209.04213 2023-04-05 eess.SP cs.LG 62%

Autoencoder Based Iterative Modeling and Multivariate Time-Series Subsequence Clustering Algorithm

Jonas Köhne, Lars Henning, Clemens Gühmann

专题命中医学数据与评测：diagnosis(abstract)；分类 cs.LG、eess.SP

Comments 26 pages, 11 figures, for associated python code repositories see https://github.com/Jokonu/mt3scm and https://github.com/Jokonu/abimca; Minor spelling and grammar corrections, fixed wrong bibtex entry for SOStream, some improvements and corrections in formulas of section 4

2303.12707 2023-03-23 cs.CV cs.AI cs.LG 62%

Comparison of Probabilistic Deep Learning Methods for Autism Detection

Godfrin Ismail, Kenneth Chesoli, Golda Moni, Kinyua Gikunda

专题命中医学数据与评测：diagnosis(abstract)；分类 cs.CV、cs.LG

2303.10172 2023-03-21 eess.IV cs.CV 62%

Hematoxylin and eosin stained oral squamous cell carcinoma histological images dataset

Dalí F. D. dos Santos, Paulo R. de Faria, Adriano M. Loyola, Sérgio V. Cardoso, Bruno A. N. Travençolo, Marcelo Z. do Nascimento

专题命中医学数据与评测：diagnosis(abstract)；分类 cs.CV、eess.IV

Comments 6 pages, 2 figures

2208.13224 2023-03-03 eess.IV cs.CV 62%

Deep learning for automatic head and neck lymph node level delineation provides expert-level accuracy

Thomas Weissmann, Yixing Huang, Stefan Fischer, Johannes Roesch, Sina Mansoorian, Horacio Ayala Gaona, Antoniu-Oreste Gostian, Markus Hecht, Sebastian Lettmaier, Lisa Deloch, Benjamin Frey, Udo S. Gaipl, Luitpold V. Distel, Andreas Maier, Heinrich Iro, Sabine Semrau, Christoph Bert, Rainer Fietkau, Florian Putz

专题命中医学数据与评测：CT(abstract)；分类 cs.CV、eess.IV

Comments 14 pages, 6 figures, published in Frontiers in Oncology

Journal ref Front. Oncol. 13:1115258

2111.13208 2023-02-27 eess.SP cs.LG 62%

Evaluation of Interpretability for Deep Learning algorithms in EEG Emotion Recognition: A case study in Autism

Juan Manuel Mayor-Torres, Sara Medina-DeVilliers, Tessa Clarkson, Matthew D. Lerner, Giuseppe Riccardi

专题命中医学数据与评测：diagnosis(abstract)；分类 cs.LG、eess.SP

2210.01725 2023-02-21 cs.LG cs.AI eess.IV 62%

MEDFAIR: Benchmarking Fairness for Medical Imaging

Yongshuo Zong, Yongxin Yang, Timothy Hospedales

专题命中医学数据与评测：diagnosis(abstract)；分类 cs.LG、eess.IV

Comments Accepted to ICLR 2023

1. 医学数据与评测 2119 篇

Deformable multi-modal image registration for the correlation between optical measurements and histology images

A Recent Survey of the Advancements in Deep Learning Techniques for Monkeypox Disease Detection

Knowledge-based in silico models and dataset for the comparative evaluation of mammography AI for a range of breast characteristics, lesion conspicuities and doses

Federated Learning for Medical Applications: A Taxonomy, Current Trends, Challenges, and Future Research Directions

A multi-artifact EEG denoising by frequency-based deep learning

A Fast Content-Based Image Retrieval Method Using Deep Visual Features

2DeteCT -- A large 2D expandable, trainable, experimental Computed Tomography dataset for machine learning

Cross-Modality Neuroimage Synthesis: A Survey

ProtoKD: Learning from Extremely Scarce Data for Parasite Ova Recognition

Privacy-Preserving Constrained Domain Generalization via Gradient Alignment

The effect of data augmentation and 3D-CNN depth on Alzheimer's Disease detection

Equitable-FL: Federated Learning with Sparsity for Resource-Constrained Environment

FAM: fast adaptive federated meta-learning

Debiasing Counterfactuals In the Presence of Spurious Correlations

DISBELIEVE: Distance Between Client Models is Very Essential for Effective Local Model Poisoning Attacks

ConDistFL: Conditional Distillation for Federated Learning from Partially Annotated Data

Topology Repairing of Disconnected Pulmonary Airways and Vessels: Baselines and a Dataset

Multi-site, Multi-domain Airway Tree Modeling (ATM'22): A Public Benchmark for Pulmonary Airway Segmentation

Towards trustworthy seizure onset detection using workflow notes

An Evaluation of Lightweight Deep Learning Techniques in Medical Imaging for High Precision COVID-19 Diagnostics

Technical outlier detection via convolutional variational autoencoder for the ADMANI breast mammogram dataset

Comparing radiologists' gaze and saliency maps generated by interpretability methods for chest x-rays

Body Composition Assessment with Limited Field-of-view Computed Tomography: A Semantic Image Extension Perspective

Collaborative Training of Medical Artificial Intelligence Models with non-uniform Labels

Autoencoder Based Iterative Modeling and Multivariate Time-Series Subsequence Clustering Algorithm

Comparison of Probabilistic Deep Learning Methods for Autism Detection

Hematoxylin and eosin stained oral squamous cell carcinoma histological images dataset

Deep learning for automatic head and neck lymph node level delineation provides expert-level accuracy

Evaluation of Interpretability for Deep Learning algorithms in EEG Emotion Recognition: A case study in Autism

MEDFAIR: Benchmarking Fairness for Medical Imaging