Lung Nodule Malignancy Prediction From Longitudinal CT Scans With Siamese Convolutional Attention Networks

Lung Nodule Malignancy Prediction From Longitudinal CT Scans With Siamese Convolutional Attention Networks

Goal: We propose a convolutional attention-based network that allows for use of pre-trained 2-D convolutional feature extractors and is extendable to multi-time-point classification in a Siamese structure. Methods: Our proposed framework is evaluated for single- and multi-time-point classification t...

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Bibliographic Details
Main Authors: Benjamin P. Veasey, Justin Broadhead, Michael Dahle, Albert Seow, Amir A. Amini
Format: Article
Language:English
Published: IEEE 2020-01-01
Series:IEEE Open Journal of Engineering in Medicine and Biology
Subjects:
Lung cancer diagnosis
X-ray CT
longitudinal studies
siamese networks
deep learning
Online Access:https://ieeexplore.ieee.org/document/9195164/

Internet

https://ieeexplore.ieee.org/document/9195164/

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