[PDF][PDF] Modified Bag of Visual Words Model for Image Classification

ZN Sultani, BN Dhannoon - Al-Nahrain Journal of Science, 2021 - iasj.net
Image classification is acknowledged as one of the most critical and challenging tasks in
computer vision. The bag of visual words (BoVW) model has proven to be very efficient for …

Combining bag of visual words-based features with CNN in image classification

MA Marzouk, M Elkholy - Journal of Intelligent Systems, 2024 - degruyter.com
Although traditional image classification techniques are often used in authentic ways, they
have several drawbacks, such as unsatisfactory results, poor classification accuracy, and a …

[PDF][PDF] Evaluating classifiers and feature detectors for image classification bovw model: a survey

M Dave, A Ganatra, D Israni - International Journal of Computer …, 2017 - researchgate.net
Bag of Visual Words model is widely used for image classification nowadays. When
combined with machine learning approach, it has shown remarkable results for image …

[PDF][PDF] A Comparative Study of Data Mining approaches for Bag of Visual Words Based Image Classification.

SAEH Mokhtar, HA Elnemr - J. Comput. Sci., 2018 - academia.edu
Image classification is one of the most significant and challenging tasks in computer vision.
The goal of this task is to build a system that is capable to reveal an image label within a …

[PDF][PDF] Image classification using bag of visual words (bovw)

AAA Karim, RA Sameer - Al-Nahrain Journal of Science, 2018 - iasj.net
In this paper two main stages for image classification has been presented. Training stage
consists of collecting images of interest, and apply BOVW on these images (features …

Scene classification based on local binary pattern and improved bag of visual words

GA Montazer, D Giveki, MA Soltanshahi - … de Mallorca, Spain, June 10-12 …, 2015 - Springer
Today, image classification is considered as one of the most important and challenging
tasks in computer vision. This paper presents a new method for image classification using …

High discriminative SIFT feature and feature pair selection to improve the bag of visual words model

L Liu, Y Ma, X Zhang, Y Zhang, S Li - IET Image Processing, 2017 - Wiley Online Library
The bag of visual words (BOW) model has been widely applied in the field of image
recognition and image classification. However, all scale‐invariant feature transform (SIFT) …

Two strategies for bag-of-visual words feature extraction

CF Tsai - 2018 7th International Congress on Advanced …, 2018 - ieeexplore.ieee.org
Image feature representation by bag-of-visual words (BOVW) has been widely considered in
the image classification related problems. The feature extraction step is usually based on …

A correlation-based bag of visual words for image classification

J Jiang, D Wu, Z Jiang - 2017 IEEE 3rd Information Technology …, 2017 - ieeexplore.ieee.org
Image classification is a method that distinguishes the different categories of targets based
on the different features of image. The current problem usually is that the feature modeling of …

A novel method for image classification based on bag of visual words

R Wang, K Ding, J Yang, L Xue - Journal of Visual Communication and …, 2016 - Elsevier
Bag of words (BOW) model is widely applied in image classification. The traditional BOW
neglects the spatial information and object shape information, which fails to distinguish …