Image classifiers in endoscopy for detection of malignancy in gastro intestinal tract

KVM Prashanth, V Vani - International Journal of Image …, 2017 - search.proquest.com
… the various image classifiers designed and developed for the purpose of endoscopy focusing
specifically on WCE. It is revealed that designing a suitable image classifier is an important …

Abnormal image detection in endoscopy videos using a filter bank and local binary patterns

R Nawarathna, JH Oh, J Muthukudage, W Tavanapong… - Neurocomputing, 2014 - Elsevier
… is very challenging since endoscopy images are hampered … can detect multiple abnormalities
present in endoscopy images. … build an “image block dictionary (IBD)” classifier. The inputs …

Hybrid deep learning model for endoscopic lesion detection and classification using endoscopy videos

MS Ayyaz, MIU Lali, M Hussain, HT Rauf, B Alouffi… - Diagnostics, 2021 - mdpi.com
… to detect and classify stomach diseases using endoscopy videos. … machine learning classifiers
for detection and classification. The … This means that 99.5% of our classifiers detected the …

Lesion detection of endoscopy images based on convolutional neural network features

R Zhu, R Zhang, D Xue - … 8th International Congress on Image …, 2015 - ieeexplore.ieee.org
… fed to classifiers. In this paper, we focus on lesion detection of endoscopy images and …
First of all, the image is segmented into patches after pre-processing. Then a CNN is trained …

Using ensemble classifier for small bowel ulcer detection in wireless capsule endoscopy images

B Li, L Qi, MQH Meng, Y Fan - 2009 IEEE International …, 2009 - ieeexplore.ieee.org
detect small intestine ulcer WCE images. As far as we know, the combination of multiple
classifiers in the field of endoscopic images … Experiments on our present image data show that it …

[PDF][PDF] An overview of image analysis techniques in endoscopic bleeding detection

A Brzeski, A Blokus, J Cychnerski - International Journal of Innovative …, 2013 - Citeseer
… into meaningful regions, decision mechanisms for final interpretation of the image and other
… of endoscopic bleeding. Also, improvement is possible in the area of decisive classifiers. …

[HTML][HTML] A comprehensive analysis of classification methods in gastrointestinal endoscopy imaging

D Jha, S Ali, S Hicks, V Thambawita, H Borgli… - Medical image …, 2021 - Elsevier
detection. This could significantly reduce the miss-detection rate during an endoscopy
that appeared in the same image, the team used multiple classifiers, introducing a multi-task …

Computer-aided small bowel tumor detection for capsule endoscopy

B Li, MQH Meng, JYW Lau - Artificial intelligence in medicine, 2011 - Elsevier
detection scheme is developed in this study, which aims to detect small bowel tumors for
capsule endoscopy. … We apply three different classifiers for the purpose of discriminating small …

[PDF][PDF] Deep Learning-Based Hookworm Detection in Wireless Capsule Endoscopic Image Using AdaBoost Classifier.

K Lakshminarayanan, N Muthukumaran… - … Materials & Continua, 2021 - cdn.techscience.cn
… Gan, “Automatic hookworm image detection for wireless capsule endoscopy using hybrid …
and bleeding detection in wce images using rusboost classifier,” Journal of Image Processing …

Impact of image resolution on deep learning performance in endoscopy image classification: An experimental study using a large dataset of endoscopic images

V Thambawita, I Strümke, SA Hicks, P Halvorsen… - Diagnostics, 2021 - mdpi.com
detection and characterization in endoscopy. … image resolutions and assess its effects
on the performance of CNN-based image classifiers related to gastrointestinal (GI) endoscopy