Unsupervised feature learning for electrocardiogram data using the convolutional variational autoencoder

JH Jang, TY Kim, HS Lim, D Yoon - PLoS One, 2021 - journals.plos.org
Most existing electrocardiogram (ECG) feature extraction methods rely on rule-based
approaches. It is difficult to manually define all ECG features. We propose an unsupervised …

Intra-domain task-adaptive transfer learning to determine acute ischemic stroke onset time

H Zhang, JS Polson, K Nael, N Salamon, B Yoo… - … Medical Imaging and …, 2021 - Elsevier
Abstract Treatment of acute ischemic strokes (AIS) is largely contingent upon the time since
stroke onset (TSS). However, TSS may not be readily available in up to 25% of patients with …

A Portable Executable Clinical Decision Support Tool for Pneumonia Classification using Average Probability on an Ensemble Model

LJC Go, MSA Magboo, VPC Magboo - Procedia Computer Science, 2023 - Elsevier
Pneumonia is a respiratory illness that is highly infectious and affecting one or both lungs. It
can lead to fatalities if left undiagnosed and untreated in time. While a radiologist can …

Methods for deep learning model failure detection and model adaption: A survey

X Wu, Z Hu, K Pei, L Song, Z Cao… - 2021 IEEE International …, 2021 - ieeexplore.ieee.org
In real-world applications, deep learning models may fail to predict due to service switch,
system upgrade, or other environmental changes. One main reason is that the model lacks …

Training Deep Neural Networks with Synthetic Data for Off-Road Vehicle Detection

E Kim, K Park, H Yang, SY Oh - 2020 20th International …, 2020 - ieeexplore.ieee.org
In tandem with growing deep learning technology, vehicle detection using convolutional
neural network is now become a mainstream in the field of autonomous driving and ADAS …

[图书][B] Improving Acute Ischemic Stroke Diagnosis Using Medical Imaging and Deep Learning Methods

H Zhang - 2023 - search.proquest.com
Acute ischemic stroke (AIS) is a cerebrovascular disease caused by deceased blood flow in
the brain. Treatment of AIS is heavily dependent on the time since stroke onset (TSS), either …