End-to-End, Pixel-Wise Vessel-Specific Coronary and Aortic Calcium Detection and Scoring Using Deep Learning

End-to-End, Pixel-Wise Vessel-Specific Coronary and Aortic Calcium Detection and Scoring Using Deep Learning

Conventional scoring and identification methods for coronary artery calcium (CAC) and aortic calcium (AC) result in information loss from the original image and can be time-consuming. In this study, we sought to demonstrate an end-to-end deep learning model as an alternative to the conventional meth...

Full description

Bibliographic Details
Main Authors:	Gurpreet Singh, Subhi J. Al’Aref, Benjamin C. Lee, Jing Kai Lee, Swee Yaw Tan, Fay Y. Lin, Hyuk-Jae Chang, Leslee J. Shaw, Lohendran Baskaran, on behalf of the CREDENCE and ICONIC Investigators
Format:	Article
Language:	English
Published:	MDPI AG 2021-02-01
Series:	Diagnostics
Subjects:	coronary artery calcium deep learning machine learning
Online Access:	https://www.mdpi.com/2075-4418/11/2/215

Similar Items

Generating Hard Examples for Pixel-Wise Classification
by: Hyungtae Lee, et al.
Published: (2021-01-01)

Pixel-Wise Fabric Defect Detection by CNNs Without Labeled Training Data
by: Zhen Wang, et al.
Published: (2020-01-01)

Cardiac-DeepIED: Automatic Pixel-Level Deep Segmentation for Cardiac Bi-Ventricle Using Improved End-to-End Encoder-Decoder Network
by: Xiuquan Du, et al.
Published: (2019-01-01)

Deep Learning-Based Pixel-Wise Lesion Segmentation on Oral Squamous Cell Carcinoma Images
by: Francesco Martino, et al.
Published: (2020-11-01)

Facing Erosion Identification in Railway Lines Using Pixel-Wise Deep-Based Approaches
by: Keiller Nogueira, et al.
Published: (2020-02-01)

End-to-End Speech Recognition Models
by: Chan, William
Published: (2016)

Robust appearance feature learning using pixel‐wise discrimination for visual tracking
by: Minji Kim, et al.
Published: (2019-05-01)

END TO END LEARNING FOR A DRIVING SIMULATOR
by: V. F. Alexeev, et al.
Published: (2019-06-01)

Federated learning-based semantic segmentation for pixel-wise defect detection in additive manufacturing
by: Mehta, M., et al.
Published: (2022)

Detecting web attacks with end-to-end deep learning
by: Yao Pan, et al.
Published: (2019-08-01)

FinSNet: End-to-End Separation of Overlapped Fingerprints Using Deep Learning
by: Dongheon Yoo, et al.
Published: (2020-01-01)

End-to-End Trainable Chatbot for Restaurant Recommendations
by: Strigér, Amanda
Published: (2017)

An End-to-End Broad Learning System for Event-Based Object Classification
by: Shan Gao, et al.
Published: (2020-01-01)

End-to-End Speech Emotion Recognition With Gender Information
by: Ting-Wei Sun
Published: (2020-01-01)

Collaborative learning with PeerWise
by: Denis Duret, et al.
Published: (2018-01-01)

Real-Time and Deep Learning Based Vehicle Detection and Classification Using Pixel-Wise Code Exposure Measurements
by: Chiman Kwan, et al.
Published: (2020-06-01)

Learning-Based End-to-End Path Planning for Lunar Rovers with Safety Constraints
by: Xiaoqiang Yu, et al.
Published: (2021-01-01)

End-to-End Sinkhorn Autoencoder With Noise Generator
by: Kamil Deja, et al.
Published: (2021-01-01)

ApesNet: a pixel-wise efficient segmentation network for embedded devices
by: Chunpeng Wu, et al.
Published: (2016-11-01)

End-to-End Automated Guided Modular Vehicle
by: Luis A. Curiel-Ramirez, et al.
Published: (2020-06-01)

XFinger-Net: Pixel-Wise Segmentation Method for Partially Defective Fingerprint Based on Attention Gates and U-Net
by: Guo Chun Wan, et al.
Published: (2020-08-01)

End-to-End Tabular Information Extraction in Datasheets with Deep Learning
by: Kara, Ertugrul
Published: (2019)

Multi-Agent Reinforcement Learning-Based Resource Management for End-to-End Network Slicing
by: Yohan Kim, et al.
Published: (2021-01-01)

End-To-End Text Detection Using Deep Learning
by: Ibrahim, Ahmed Sobhy Elnady
Published: (2017)

Towards end-to-end speech recognition with transfer learning
by: Chu-Xiong Qin, et al.
Published: (2018-11-01)

An End-to-End Framework for Machine Learning-Based Network Intrusion Detection System
by: Gustavo De Carvalho Bertoli, et al.
Published: (2021-01-01)

End-to-End Road Lane Detection and Estimation using Deep Learning
by: Vigren, Malcolm, et al.
Published: (2019)

Domain Transfer for End-to-end Reinforcement Learning
by: Olsson, Anton, et al.
Published: (2020)

Pixel-Wise Classification Method for High Resolution Remote Sensing Imagery Using Deep Neural Networks
by: Rui Guo, et al.
Published: (2018-03-01)

Machine Learning and End-to-End Deep Learning for Monitoring Driver Distractions From Physiological and Visual Signals
by: Martin Gjoreski, et al.
Published: (2020-01-01)

End-to-End Deep Neural Networks and Transfer Learning for Automatic Analysis of Nation-State Malware
by: Ishai Rosenberg, et al.
Published: (2018-05-01)

Machine Learning and End-to-End Deep Learning for the Detection of Chronic Heart Failure From Heart Sounds
by: Martin Gjoreski, et al.
Published: (2020-01-01)

Passive sonar automated target classifier for shallow waters using end-to-end learnable deep convolutional LSTMs
by: Suraj Kamal, et al.
Published: (2021-08-01)

End-to-End Image Steganography Using Deep Convolutional Autoencoders
by: Nandhini Subramanian, et al.
Published: (2021-01-01)

Multi-Task End-to-End Self-Driving Architecture for CAV Platoons
by: Sebastian Huch, et al.
Published: (2021-02-01)

The Departure Processes of Queueing Systems with Applications to Connection-Wise End-to-End Performance Analysis
by: Huei-Wen Ferng, et al.
Published: (2000)

An Efficient Radio Frequency Interference (RFI) Recognition and Characterization Using End-to-End Transfer Learning
by: Sahar Ujan, et al.
Published: (2020-10-01)

Task-Driven Learned Hyperspectral Data Reduction Using End-to-End Supervised Deep Learning
by: Mathé T. Zeegers, et al.
Published: (2020-12-01)

End-to-End Blood Pressure Prediction via Fully Convolutional Networks
by: Sanghyun Baek, et al.
Published: (2019-01-01)

Conversational recommendation based on end-to-end learning: How far are we?
by: Jannach, D., et al.
Published: (2021)