Wavelet Transform and Deep Convolutional Neural Network-Based Smart Healthcare System for Gastrointestinal Disease Detection

被引:0
作者
Subhashree Mohapatra
Janmenjoy Nayak
Manohar Mishra
Girish Kumar Pati
Bignaraj Naik
Tripti Swarnkar
机构
[1] Siksha O Anusandhan (Deemed to Be University),Department of Computer Science and Engineering
[2] Aditya Institute of Technology and Management,Department of Computer Science
[3] Siksha O Anusandhan Deemed to Be University,Department of Electrical and Electronics Engineering
[4] SUM Hospital,Department of Gastroenterology, Institute of Medical Science
[5] Veer Surendra Sai University of Technology,Department of Computer Application
[6] Siksha O Anusandhan (Deemed to Be University),Department of Computer Application
来源
Interdisciplinary Sciences: Computational Life Sciences | 2021年 / 13卷
关键词
Artificial intelligence; Convolutional neural network; Gastrointestinal tract; Smart healthcare system; Wavelet transform; Time–frequency analysis;
D O I
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中图分类号
学科分类号
摘要
引用
收藏
页码:212 / 228
页数:16
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[11]  
Nakashima R(2015)Wm-dova maps for accurate polyp highlighting in colonoscopy: Validation vs. saliency maps from physicians Comput Med Imaging Graph 43 99-84385
[12]  
Furuhata E(2019)Esophageal abnormality detection using densenet based faster R-CNN with gabor features IEEE Access 7 84374-576
[13]  
Sakurai T(2019)Artificial intelligence-based classification of multiple gastrointestinal diseases using endoscopy videos for clinical diagnosis J Clin Med 8 986-28840
[14]  
Akazawa N(2020)Classification of stomach infections: a paradigm of convolutional neural network along with classical features fusion and selection Microsc Res Tech 83 562-15
[15]  
Yokoi C(2020)Gastrointestinal tract classification using improved LSTM based CNN Multimed Tools Appl 79 28825-20
[16]  
Kobayakawa M(2019)Small bowel image classification using cross-co-occurrence matrices on wavelet domain Biomed Signal Process Control 4 7-123772
[17]  
Akiyama J(2012)Automatic small bowel tumor diagnosis by using multi-scale wavelet-based analysis in wireless capsule endoscopy images BiomedEng Online 11 3-9
[18]  
Mizokami M(2020)Deep learning-based earlier detection of esophageal cancer using improved empirical wavelet transform from endoscopic image IEEE Access 8 123765-14
[19]  
Uemura N(2017)An automatic gastrointestinal polyp detection system in video endoscopy using fusion of color wavelet and convolutional neural network features Int J Biomed Imaging 2017 1-2232
[20]  
Hoogenboom SA(2020)HyperKvasir, a comprehensive multi-class image and video dataset for gastrointestinal endoscopy Sci Data 7 1-2281