Coral reef image classification employing improved LDP for feature extraction

NAB Mary, D Dharma - Journal of Visual Communication and Image …, 2017 - Elsevier
This paper presents a scheme for feature extraction that can be applied for classification of
corals in submarine coral reef images. In coral reef image classification, texture features are …

Study of statistical methods for texture analysis and their modern evolutions

A Ramola, AK Shakya, D Van Pham - Engineering Reports, 2020 - Wiley Online Library
Texture analysis is widely performed in the current time as it is considered as an intimate
property of the surface. It is widely used in the field of image processing, remote sensing …

Towards highly accurate coral texture images classification using deep convolutional neural networks and data augmentation

A Gómez-Ríos, S Tabik, J Luengo… - Expert Systems with …, 2019 - Elsevier
The recognition of coral species based on underwater texture images poses a significant
difficulty for machine learning algorithms, due to the three following challenges embedded in …

A novel feature descriptor based coral image classification using extreme learning machine with ameliorated chimp optimization algorithm

A Ganesan, SM Santhanam - Ecological Informatics, 2022 - Elsevier
Coral reefs are one of the most biodiverse and productive ecosystems on earth, which acts
as a habitat and provides food to a wide range of organisms. The coral reefs protect the …

Feature selection and mapping of local binary pattern for texture classification

MH Shakoor, R Boostani, M Sabeti… - Multimedia Tools and …, 2023 - Springer
Local binary pattern is one of the most known descriptors, which is used for texture
classification. Although completed local binary pattern is seemingly the most precise variant …

Cross-complementary local binary pattern for robust texture classification

Q Kou, D Cheng, H Zhuang… - IEEE Signal Processing …, 2018 - ieeexplore.ieee.org
The performance of local binary pattern (LBP) and many LBP-based variants is usually
limited by rotation, illumination, scale, viewpoint, and the number of training samples. In view …

Coral reef image/video classification employing novel octa-angled pattern for triangular sub region and pulse coupled convolutional neural network (PCCNN)

D Dharma - Multimedia Tools and Applications, 2018 - Springer
Coral reef image classification with the help of its texture features is a challenging task, due
to its variation in class samples. This is achieved with the proposed feature descriptor …

Statistical Modeling based Directional Pattern Design (SMDPD) feature extraction for coral reef classification

MA Paul, PAJ Rani - Environmental Monitoring and Assessment, 2021 - Springer
Coral reefs are a precious ecosystem that supports majority of marine life. The identification
of coral species is essential in the conservation and monitoring process. Distinguishing the …

Classification of coral reef submarine images and videos using a novel Z with tilted Z local binary pattern (Z⊕ TZLBP)

N Ani Brown Mary, D Dejey - Wireless Personal Communications, 2018 - Springer
In this paper, a novel feature descriptor named Z with Tilted Z Local Binary Pattern (Z⊕
TZLBP) is proposed for extracting coral reef image features efficiently. The aim is to reduce …

Gradient based aura feature extraction for coral reef classification

M Asha Paul, P Arockia Jansi Rani… - Wireless Personal …, 2020 - Springer
Coral reefs, of all marine ecosystems, are the most diverse. They teem with life with almost a
quarter of all ocean species depending upon reefs for food and shelter. Because of the …