
Multilayer feature selection method for polyp classification via ...
Dec 27, 2019 · We propose a multilayer feature selection method to construct an optimized descriptor for polyp classification with a feature-grouping strategy in a hierarchical framework.
Computational learning of features for automated colonic polyp ...
Feb 23, 2021 · Shape, texture, and color are critical features for assessing the degree of dysplasia in colonic polyps. A comprehensive analysis of these features is presented in this …
Feature extraction and pattern classification of colorectal polyps …
Jun 1, 2014 · A computer-aided diagnostic system for colonoscopic imaging has been developed to classify colorectal polyps by type. The modules of the proposed system include image …
NICE polyp feature classification for colonoscopy screening
Mar 13, 2025 · Enhancing diagnostic accuracy is essential, and this study focuses on improving the accuracy of polyp classification using the NICE classification, which evaluates three key …
Colonoscopic Polyp Classification Using Local Shape and Texture ...
The proposed framework characterizes geometry or shape of a polyp by pyramid histogram of oriented gradient (PHOG) features. To encapsulate the texture of the polyp surface, a fractal …
Deep Learning for Polyp Detection and Classification in Colonoscopy
In this edition we will focus only on colonoscopy images and, apart from classical polyp detection and segmentation we present an extended version of polyp classification, including the …
Colonoscopy polyp classification via enhanced scattering wavelet ...
Different from previous works, this article presents Enhanced Scattering Wavelet Convolutional Neural Network (ESWCNN), a polyp classification technique that combines Convolutional …
Hyperplastic and tubular polyp classification using machine …
Jan 1, 2024 · This study emphasizes the importance of dataset selection, data preprocessing, and feature selection in enhancing the classification of difficult colon polyp subtypes. The …
Texture Feature Based Colonic Polyp Detection And Classification …
In the proposed study, feature extraction is carried out using local feature descriptors. The feature selection is carried out using the correlation filter method- and wrapper-based techniques and …
(PDF) Feature Selection for Computer-Aided Polyp Detection …
May 2, 2003 · To improve computer aided diagnosis (CAD) for CT colonography we designed a hybrid classification scheme that uses a committee of support vector machines (SVMs) …