A review on multiscale-deep-learning applications

E Elizar, MA Zulkifley, R Muharar, MHM Zaman… - Sensors, 2022 - mdpi.com
In general, most of the existing convolutional neural network (CNN)-based deep-learning
models suffer from spatial-information loss and inadequate feature-representation issues …

Automated glaucoma screening and diagnosis based on retinal fundus images using deep learning approaches: A comprehensive review

MJM Zedan, MA Zulkifley, AA Ibrahim, AM Moubark… - Diagnostics, 2023 - mdpi.com
Glaucoma is a chronic eye disease that may lead to permanent vision loss if it is not
diagnosed and treated at an early stage. The disease originates from an irregular behavior …

Detection of Camellia oleifera Fruit in Complex Scenes by Using YOLOv7 and Data Augmentation

D Wu, S Jiang, E Zhao, Y Liu, H Zhu, W Wang… - Applied sciences, 2022 - mdpi.com
Rapid and accurate detection of Camellia oleifera fruit is beneficial to improve the picking
efficiency. However, detection faces new challenges because of the complex field …

A review of deep learning techniques for lung cancer screening and diagnosis based on CT images

MA Thanoon, MA Zulkifley, MAA Mohd Zainuri… - Diagnostics, 2023 - mdpi.com
One of the most common and deadly diseases in the world is lung cancer. Only early
identification of lung cancer can increase a patient's probability of survival. A frequently used …

Lightweight detection algorithm of kiwifruit based on improved YOLOX-s

J Zhou, W Hu, A Zou, S Zhai, T Liu, W Yang, P Jiang - Agriculture, 2022 - mdpi.com
Considering the high requirements of current kiwifruit picking recognition systems for mobile
devices, including the small number of available features for image targets and small-scale …

Yolo-based model for automatic detection of broiler pathological phenomena through visual and thermal images in intensive poultry houses

WM Elmessery, J Gutiérrez, GG Abd El-Wahhab… - Agriculture, 2023 - mdpi.com
The increasing broiler demand due to overpopulation and meat imports presents challenges
in poultry farming, including management, disease control, and chicken observation in …

MYOLO: a lightweight fresh shiitake mushroom detection model based on YOLOv3

P Cong, H Feng, K Lv, J Zhou, S Li - Agriculture, 2023 - mdpi.com
Fruit and vegetable inspection aids robotic harvesting in modern agricultural production. For
rapid and accurate detection of fresh shiitake mushrooms, picking robots must overcome the …

A lightweight neural network-based method for detecting estrus behavior in ewes

L Yu, Y Pu, H Cen, J Li, S Liu, J Nie, J Ge, L Lv, Y Li… - Agriculture, 2022 - mdpi.com
We propose a lightweight neural network-based method to detect the estrus behavior of
ewes. Our suggested method is mainly proposed to solve the problem of not being able to …

Automated Ground Truth Annotation for Forest and Non-Forest Classification in Satellite Remote Sensing Images

IM Jelas, MA Zulkifley… - 2023 4th International …, 2023 - ieeexplore.ieee.org
Accurate ground truth annotation plays a vital role in training and evaluating deep learning
models for forest and non-forest classification tasks. This paper introduces a robust …

Semantic Network: A Brief Review of its Datasets

M Trovati, S Awan - … on Intelligent Networking and Collaborative Systems, 2022 - Springer
Semantic networks are graphical representations, in terms of nodes and edges, of words
and phrases from the linguistics vocabulary to form a meaning and relation between them to …