Transformer-based disease identification for small-scale imbalanced capsule endoscopy dataset

L Bai, L Wang, T Chen, Y Zhao, H Ren - Electronics, 2022 - mdpi.com
Vision Transformer (ViT) is emerging as a new leader in computer vision with its outstanding
performance in many tasks (eg, ImageNet-22k, JFT-300M). However, the success of ViT …

Computer-Aided Bleeding Detection Algorithms for Capsule Endoscopy: A Systematic Review

A Musha, R Hasnat, AA Mamun, EP Ping, T Ghosh - Sensors, 2023 - mdpi.com
Capsule endoscopy (CE) is a widely used medical imaging tool for the diagnosis of
gastrointestinal tract abnormalities like bleeding. However, CE captures a huge number of …

Modified salp swarm algorithm with deep learning based gastrointestinal tract disease classification on endoscopic images

M Obayya, FN Al-Wesabi, M Maashi, A Mohamed… - IEEE …, 2023 - ieeexplore.ieee.org
Nowadays, the analysis of gastrointestinal (GI) tract disease utilzing endoscopic image
classification becomes an active research activity from the biomedical sector. The latest …

Review of Deep Learning Performance in Wireless Capsule Endoscopy Images for GI Disease Classification

TT Habe, K Haataja, P Toivanen - F1000Research, 2024 - f1000research.com
Wireless capsule endoscopy is a non-invasive medical imaging modality used for
diagnosing and monitoring digestive tract diseases. However, the analysis of images …

Classification of wireless capsule endoscopy images for bleeding using deep features fusion

K Rani, G Devi, S Kumar, IN Figueiredo… - 2022 International …, 2022 - ieeexplore.ieee.org
Wireless Capsule Endoscopy (WCE) is used to detect various anomalies in the
gastrointestinal (GI) tract like ulcers, bleeding, tumor and polyps in a discrete way. Since, it …

CNN-based Classification over Wireless Capsule Endoscopy Bleeding Images

S Goel, A kumar Shah - 2022 Second International Conference …, 2022 - ieeexplore.ieee.org
To examine GI diseases and take painless images of the gut, wireless capsule endoscopy
(WCE) is a useful technique. However, various issues, including effectiveness, tolerance …