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] 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 …

[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 …

Image Classification Using Bag-of-Visual-Words Model

K Huang - 2018 - arrow.tudublin.ie
Recently, with the explosive growth of digital technologies, there has been a rapid
proliferation of the size of image collection. The technique of supervised image classification …

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) …

[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 …

Feature fusion method using BoVW framework for enhancing image retrieval

ER Vimina, KP Jacob - IET Image Processing, 2019 - Wiley Online Library
The bag‐of‐visual words (BoVW) has been applied to myriad of recognition problems in
computer vision such as object recognition, scene classification and image retrieval due to …

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 …

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 …