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 …

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 …

An optimized method for image classification based on bag of words model

CH Zhao, Y Wang, K Masahide - 电子与信息学报, 2012 - jeit.ac.cn
Abstract The Bag of Words (BoW) model is applied to object classification in this paper. An
optimized method based on the combination of Region Of Interest (ROI) extraction and …

Informative visual words construction to improve bag of words image representation

MM Farhangi, M Soryani, M Fathy - IET Image Processing, 2014 - Wiley Online Library
Bag of visual words model has recently attracted much attention from computer vision
society because of its notable success in analysing images and exploring their content. This …

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 …

Visual attention based bag-of-words model for image classification

Q Wang, S Wan, L Yue, C Wang - … International Conference on …, 2014 - spiedigitallibrary.org
Bag-of-words is a classical method for image classification. The core problem is how to
count the frequency of the visual words and what visual words to select. In this paper, we …

Image classification model using visual bag of semantic words

Y Qi, G Zhang, Y Li - Pattern Recognition and Image Analysis, 2019 - Springer
In the image classification field, the visual bag of words (BoW) has two drawbacks. One is
low classification accuracy because a visual BoW is typically extracted from local low-level …

Image classification method based on visual saliency and bag of words model

L Zhi-Jie - 2015 8th International Conference on Intelligent …, 2015 - ieeexplore.ieee.org
Based on traditional bag of words model and combined with the features of human visual,
an improved image classification method is proposed in this paper. Firstly, compute the …

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] 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 …