TY  - JOUR
VL  - 758
UR  - https://www.scopus.com/inward/record.uri?eid=2-s2.0-85142734267&doi=10.1007%2f978-981-16-2183-3_71&partnerID=40&md5=2ceccd1fbdad595a5a637f310e56b7ad
JF  - Lecture Notes in Electrical Engineering
A1  - Liew, W.S.
A1  - Tang, T.B.
A1  - Lu, C.-K.
Y1  - 2022///
KW  - Computer aided diagnosis; Computer aided instruction; Convolution; Convolutional neural networks; Deep neural networks; Diseases; Principal component analysis; Transfer learning
KW  -  Colonic polyps; Colorectal cancer; Computer aided diagnostics; Convolutional neural network; Deep convolutional neural network; Diagnostics tools; Polyp; Pre-processing; Support vectors machine; Transfer learning
KW  -  Support vector machines
ID  - scholars17385
N2  - Colorectal cancer is the third most common malignancy and the fourth leading cause of cancer-related deaths worldwide. This paper presents a combination of techniques (e.g., pre-processing, transfer learning, principal component analysis, and support vector machine) to detect the polyp during colonoscopy. In particular, we carefully choose the pre-trained deep convolutional neural networks (i.e., AlexNet, GoogLeNet, ResNet-50, and VGG-19) according to their performance extracting features. A publicly available database, Kvasir, is used to train and test the detection model. The result indicates that to use ResNet-50 as a pre-trained network provides the best results among the rest. Our proposed model achieves an accuracy of 99.39, and its sensitivity and specificity are 99.39, 99.41, and 99.38, respectively. © 2022, The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd.
EP  - 743
SN  - 18761100
PB  - Springer Science and Business Media Deutschland GmbH
SP  - 735
TI  - Computer-Aided Diagnostic Tool for Classification of Colonic Polyp Assessment
N1  - cited By 1; Conference of 1st International Conference on Artificial Intelligence for Smart Community, AISC 2020 ; Conference Date: 17 December 2020 Through 18 December 2020; Conference Code:286319
AV  - none
ER  -