Training-based gradient LBP feature models for multiresolution texture classification

L Ji, Y Ren, G Liu, X Pu - IEEE Transactions on Cybernetics, 2017 - ieeexplore.ieee.org
Local binary pattern (LBP) is a simple, yet efficient coding model for extracting texture
features. To improve texture classification, this paper designs a median sampling regulation …

Breast cancer image classification based on CNN and bit-plane slicing

G Chen, Y Chen, Z Yuan, X Lu… - … Conference on Medical …, 2019 - ieeexplore.ieee.org
In this paper we propose a CNN classifier base on image bit-plane slicing. The purpose is to
improve recognition accuracy when we apply it to breast cancer images classification. Each …

Performance evaluation of salient object detection techniques

K Ahmed, MA Gad, AE Aboutabl - Multimedia Tools and Applications, 2022 - Springer
Recently, the detection and segmentation of salient objects that attract the attention of
human visual in images is determined by using salient object detection (SOD) techniques …

An enhanced LBP-based technique with various size of sliding window approach for handwritten Arabic digit recognition

E Al-wajih, R Ghazali - Multimedia Tools and Applications, 2021 - Springer
Many variations of local binary pattern (LBP) were proposed to enhance its performance,
including uniform local binary pattern (ULBP), center-symmetric local binary patterns (CS …

Behaviour detection in crowded classroom scenes via enhancing features robust to scale and perspective variations

M Liu, F Meng, Q Wu, L Xu, Q Liao - IET Image Processing, 2021 - Wiley Online Library
Detecting human behaviours in images of crowded classroom scenes is a challenging task,
due to the large variations of humans in scale and pose perspective. In this paper, two …

Some variants of spiral LBP in texture recognition

N Kazak, M Koc - IET Image Processing, 2018 - Wiley Online Library
Texture classification is one of the recently popular study topics in pattern recognition. Local
binary pattern (LBP) is a very efficient local texture descriptor and is used for feature …

Local bit plane adjacent neighborhood dissimilarity pattern for medical CT image retrieval

R Hatibaruah, VK Nath, D Hazarika - Procedia Computer Science, 2019 - Elsevier
In this article, new feature descriptor local bit plane adjacent neighborhood dissimilarity
pattern (LBPANDP) is introduced for CT image retrieval. In the proposed method, the input …

ELGONBP: A grouped neighboring intensity difference encoding for texture classification

Y Zhang, Y Lin, J Yang - Multimedia Tools and Applications, 2023 - Springer
Local binary pattern (LBP) plays a crucial part in texture classification. Although plenty of
LBP-based methods for texture extraction have achieved good classification results, most …

A Comprehensive Comparative Study of Handcrafted Descriptors in Face and Palmprint Recognition

S Karanwal, N Arora - International Journal of Image and Graphics, 2024 - World Scientific
For different applications, various handcrafted descriptors are reported in the literature. Their
results are satisfactory concerning the application they were proposed. Furthermore in the …

Feature extraction method of halftone images based on pixel aggregation descriptor

Z Zhong, Y Hu - Multimedia Tools and Applications, 2020 - Springer
Since halftone images only have the values of 0 and 1, the amount of information that can be
used in the feature extraction process is relatively little. The existed feature extraction …