医学 AI - arXivDaily 专题

2109.02415 2021-09-07 eess.IV cs.CV 62%

Evaluation of Convolutional Neural Networks for COVID-19 Classification on Chest X-Rays

Felipe André Zeiser, Cristiano André da Costa, Gabriel de Oliveira Ramos, Henrique Bohn, Ismael Santos, Rodrigo da Rosa Righi

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

2108.13122 2021-08-31 cs.CV cs.LG 62%

Tune It or Don't Use It: Benchmarking Data-Efficient Image Classification

Lorenzo Brigato, Björn Barz, Luca Iocchi, Joachim Denzler

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

Comments Accepted at the 2nd Visual Inductive Priors for Data-Efficient Deep Learning Workshop (ICCV 2021)

2108.12756 2021-08-31 cs.CV eess.IV 62%

Variational voxelwise rs-fMRI representation learning: Evaluation of sex, age, and neuropsychiatric signatures

Eloy Geenjaar, Tonya White, Vince Calhoun

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

2107.04296 2021-08-05 cs.LG cs.CR cs.CV 62%

Differentially private training of neural networks with Langevin dynamics for calibrated predictive uncertainty

Moritz Knolle, Alexander Ziller, Dmitrii Usynin, Rickmer Braren, Marcus R. Makowski, Daniel Rueckert, Georgios Kaissis

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

Comments Accepted to the ICML 2021 Theory and Practice of Differential Privacy Workshop

2108.00080 2021-08-03 cs.CV cs.LG 62%

A New Semi-supervised Learning Benchmark for Classifying View and Diagnosing Aortic Stenosis from Echocardiograms

Zhe Huang, Gary Long, Benjamin Wessler, Michael C. Hughes

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

Comments To appear in the Proceedings of the Machine Learning for Healthcare (MLHC) conference, 2021. 20 pages (including 7 tables & 3 figures). 13 additional pages of references and supplementary material

2107.10476 2021-07-23 eess.IV cs.CV 62%

A Deep Learning-based Quality Assessment and Segmentation System with a Large-scale Benchmark Dataset for Optical Coherence Tomographic Angiography Image

Yufei Wang, Yiqing Shen, Meng Yuan, Jing Xu, Bin Yang, Chi Liu, Wenjia Cai, Weijing Cheng, Wei Wang

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

2102.05218 2021-06-24 cs.LG cs.CV 62%

FLOP: Federated Learning on Medical Datasets using Partial Networks

Qian Yang, Jianyi Zhang, Weituo Hao, Gregory Spell, Lawrence Carin

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

Comments To appear in KDD 2021

2106.05230 2021-06-10 cs.CV cs.LG 62%

An ordinal CNN approach for the assessment of neurological damage in Parkinson's disease patients

Javier Barbero-Gómez, Pedro-Antonio Gutiérrez, Víctor-Manuel Vargas, Juan-Antonio Vallejo-Casas, César Hervás-Martínez

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

Comments To be published in Expert Systems with Applications, 33 pages, 6 figures

2010.02281 2021-03-16 eess.IV cs.CV 62%

Early Detection of Myocardial Infarction in Low-Quality Echocardiography

Aysen Degerli, Morteza Zabihi, Serkan Kiranyaz, Tahir Hamid, Rashid Mazhar, Ridha Hamila, Moncef Gabbouj

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

Journal ref IEEE Access (2021)

2102.07611 2021-02-16 eess.IV cs.CV 62%

Colored Kimia Path24 Dataset: Configurations and Benchmarks with Deep Embeddings

Sobhan Shafiei, Morteza Babaie, Shivam Kalra, H. R. Tizhoosh

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

2102.01647 2021-02-03 cs.CE cs.LG eess.SP stat.OT 62%

A Novel Use of Discrete Wavelet Transform Features in the Prediction of Epileptic Seizures from EEG Data

Cyrille Feudjio, Victoire Djimna Noyum, Younous Perieukeu Mofendjou, Rockefeller, Ernest Fokoué

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

2009.01181 2021-01-08 cs.CV cs.AI cs.LG 62%

Evaluation of Deep Convolutional Generative Adversarial Networks for data augmentation of chest X-ray images

Sagar Kora Venu

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

Comments 5 pages, 4 figures

2012.13668 2020-12-29 cs.LG cs.CV cs.SD eess.AS 62%

Deep Learning Framework Applied for Predicting Anomaly of Respiratory Sounds

Dat Ngo, Lam Pham, Anh Nguyen, Ben Phan, Khoa Tran, Truong Nguyen

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

Comments 5 pages, 2 figures, 8 tables

2011.00177 2020-11-03 cs.LG cs.CR cs.CV 62%

Evaluation of Inference Attack Models for Deep Learning on Medical Data

Maoqiang Wu, Xinyue Zhang, Jiahao Ding, Hien Nguyen, Rong Yu, Miao Pan, Stephen T. Wong

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

2010.13712 2020-10-27 eess.SP cs.LG 62%

Multilabel 12-Lead Electrocardiogram Classification Using Gradient Boosting Tree Ensemble

Alexander William Wong, Weijie Sun, Sunil Vasu Kalmady, Padma Kaul, Abram Hindle

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

Comments 4 pages, 4 figures, 2020 Computing in Cardiology (CinC) PhysioNet Challenge

2010.08872 2020-10-26 eess.IV cs.CV 62%

Sensitivity and Specificity Evaluation of Deep Learning Models for Detection of Pneumoperitoneum on Chest Radiographs

Manu Goyal, Judith Austin-Strohbehn, Sean J. Sun, Karen Rodriguez, Jessica M. Sin, Yvonne Y. Cheung, Saeed Hassanpour

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

Comments 21 Pages, 4 Tables and 6 Figures

2006.10550 2020-10-20 eess.IV cs.CV 62%

ChestX-Det10: Chest X-ray Dataset on Detection of Thoracic Abnormalities

Jingyu Liu, Jie Lian, Yizhou Yu

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

2010.06177 2020-10-14 cs.CR cs.CV cs.LG 62%

COVID-19 Imaging Data Privacy by Federated Learning Design: A Theoretical Framework

Anwaar Ulhaq, Oliver Burmeister

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

Comments 2 images, 0 Table,8 pages

2009.13302 2020-09-29 eess.IV cs.CV cs.CY 62%

Characterization of Covid-19 Dataset using Complex Networks and Image Processing

Josimar Chire, Esteban Wilfredo Vilca Zuniga

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

2007.12229 2020-09-03 cs.CV cs.LG 62%

SeismoFlow -- Data augmentation for the class imbalance problem

Ruy Luiz Milidiú, Luis Felipe Müller

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

Comments 10 pages

1912.07200 2020-07-21 cs.CV cs.LG 62%

A Broader Study of Cross-Domain Few-Shot Learning

Yunhui Guo, Noel C. Codella, Leonid Karlinsky, James V. Codella, John R. Smith, Kate Saenko, Tajana Rosing, Rogerio Feris

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

Comments ECCV 2020. Website: https://www.learning-with-limited-labels.com/

2003.13440 2020-03-31 eess.IV cs.CV 62%

Computer Aided Detection for Pulmonary Embolism Challenge (CAD-PE)

Germán González, Daniel Jimenez-Carretero, Sara Rodríguez-López, Carlos Cano-Espinosa, Miguel Cazorla, Tanya Agarwal, Vinit Agarwal, Nima Tajbakhsh, Michael B. Gotway, Jianming Liang, Mojtaba Masoudi, Noushin Eftekhari, Mahdi Saadatmand, Hamid-Reza Pourreza, Patricia Fraga-Rivas, Eduardo Fraile, Frank J. Rybicki, Ara Kassarjian, Raúl San José Estépar, Maria J. Ledesma-Carbayo

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

Comments 8 pages, 3 figures

1907.06414 2020-03-17 cs.LG eess.IV stat.ML 62%

Concept-Centric Visual Turing Tests for Method Validation

Tatiana Fountoukidou, Raphael Sznitman

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

Comments 9 pages, 8 figures

1909.04110 2020-01-16 cs.CV cs.AI cs.LG 62%

One-to-one Mapping for Unpaired Image-to-image Translation

Zengming Shen, S. Kevin Zhou, Yifan Chen, Bogdan Georgescu, Xuqi Liu, Thomas S. Huang

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

Comments Accepted by WACV 2020

1912.10481 2019-12-24 stat.ML cs.LG eess.IV 62%

A Systematic Comparison of Bayesian Deep Learning Robustness in Diabetic Retinopathy Tasks

Angelos Filos, Sebastian Farquhar, Aidan N. Gomez, Tim G. J. Rudner, Zachary Kenton, Lewis Smith, Milad Alizadeh, Arnoud de Kroon, Yarin Gal

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

1910.07604 2019-12-05 cs.CV cs.LG 62%

Global Saliency: Aggregating Saliency Maps to Assess Dataset Artefact Bias

Jacob Pfau, Albert T. Young, Maria L. Wei, Michael J. Keiser

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

Comments Machine Learning for Health (ML4H) at NeurIPS 2019 - Extended Abstract

1712.10107 2019-12-03 cs.LG eess.SP stat.ML 62%

Objective evaluation metrics for automatic classification of EEG events

Saeedeh Ziyabari, Vinit Shah, Meysam Golmohammadi, Iyad Obeid, Joseph Picone

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

Comments 22 pages, 11 figures, 9 tables

1803.05847 2019-12-02 cs.CV cs.LG 62%

I Know What You See: Power Side-Channel Attack on Convolutional Neural Network Accelerators

Lingxiao Wei, Bo Luo, Yu Li, Yannan Liu, Qiang Xu

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

1911.07069 2019-11-19 eess.IV cs.CV 62%

Kvasir-SEG: A Segmented Polyp Dataset

Debesh Jha, Pia H. Smedsrud, Michael A. Riegler, Pål Halvorsen, Thomas de Lange, Dag Johansen, Håvard D. Johansen

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

Comments 12 pages, 4 figures, 26TH INTERNATIONAL CONFERENCE ON MULTIMEDIA MODELING

1907.02787 2019-09-04 eess.IV cs.AI cs.CV 62%

Degenerative Adversarial NeuroImage Nets: Generating Images that Mimic Disease Progression

Daniele Ravi, Daniel C. Alexander, Neil P. Oxtoby

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

Comments Paper accepted for MICCAI 2019

1. 医学数据与评测 2119 篇

Evaluation of Convolutional Neural Networks for COVID-19 Classification on Chest X-Rays

Tune It or Don't Use It: Benchmarking Data-Efficient Image Classification

Variational voxelwise rs-fMRI representation learning: Evaluation of sex, age, and neuropsychiatric signatures

Differentially private training of neural networks with Langevin dynamics for calibrated predictive uncertainty

A New Semi-supervised Learning Benchmark for Classifying View and Diagnosing Aortic Stenosis from Echocardiograms

A Deep Learning-based Quality Assessment and Segmentation System with a Large-scale Benchmark Dataset for Optical Coherence Tomographic Angiography Image

FLOP: Federated Learning on Medical Datasets using Partial Networks

An ordinal CNN approach for the assessment of neurological damage in Parkinson's disease patients

Early Detection of Myocardial Infarction in Low-Quality Echocardiography

Colored Kimia Path24 Dataset: Configurations and Benchmarks with Deep Embeddings

A Novel Use of Discrete Wavelet Transform Features in the Prediction of Epileptic Seizures from EEG Data

Evaluation of Deep Convolutional Generative Adversarial Networks for data augmentation of chest X-ray images

Deep Learning Framework Applied for Predicting Anomaly of Respiratory Sounds

Evaluation of Inference Attack Models for Deep Learning on Medical Data

Multilabel 12-Lead Electrocardiogram Classification Using Gradient Boosting Tree Ensemble

Sensitivity and Specificity Evaluation of Deep Learning Models for Detection of Pneumoperitoneum on Chest Radiographs

ChestX-Det10: Chest X-ray Dataset on Detection of Thoracic Abnormalities

COVID-19 Imaging Data Privacy by Federated Learning Design: A Theoretical Framework

Characterization of Covid-19 Dataset using Complex Networks and Image Processing

SeismoFlow -- Data augmentation for the class imbalance problem

A Broader Study of Cross-Domain Few-Shot Learning

Computer Aided Detection for Pulmonary Embolism Challenge (CAD-PE)

Concept-Centric Visual Turing Tests for Method Validation

One-to-one Mapping for Unpaired Image-to-image Translation

A Systematic Comparison of Bayesian Deep Learning Robustness in Diabetic Retinopathy Tasks

Global Saliency: Aggregating Saliency Maps to Assess Dataset Artefact Bias

Objective evaluation metrics for automatic classification of EEG events

I Know What You See: Power Side-Channel Attack on Convolutional Neural Network Accelerators

Kvasir-SEG: A Segmented Polyp Dataset

Degenerative Adversarial NeuroImage Nets: Generating Images that Mimic Disease Progression