Novel distributional visual-feature representations for image classification

AP López-Monroy, M Montes-y-Gómez… - Multimedia Tools and …, 2019 - Springer
Abstract The Bag-of-Visual-Words (BoVW) representation is a well known strategy to
approach many computer vision problems. The idea behind BoVW is similar to the Bag-of …

Evolving weighting schemes for the bag of visual words

HJ Escalante, V Ponce-López, S Escalera… - Neural Computing and …, 2017 - Springer
Abstract The Bag of Visual Words (BoVW) is an established representation in computer
vision. Taking inspiration from text mining, this representation has proved to be very effective …

Bag of ARSRG words (BoAw)

M Manzo, S Pellino - Machine Learning and Knowledge Extraction, 2019 - mdpi.com
In recent years researchers have worked to understand image contents in computer vision.
In particular, the bag of visual words (BoVW) model, which describes images in terms of a …

Discriminative image representation for classification

Z Wu, S Wan, L Yue, R Sang - Intelligent Data analysis and its Applications …, 2014 - Springer
Abstract The Bag-of-visual Words (BoW) image representation is a classical method applied
for various problems in the fields of multimedia and computer vision. During the process of …

What image classifiers really see–visualizing bag-of-visual words models

C Hentschel, H Sack - International Conference on Multimedia Modeling, 2015 - Springer
Abstract Bag-of-Visual-Words (BoVW) features which quantize and count local gradient
distributions in images similar to counting words in texts have proven to be powerful image …

Language modeling for bag-of-visual words image categorization

P Tirilly, V Claveau, P Gros - … of the 2008 international conference on …, 2008 - dl.acm.org
In this paper, we propose two ways of improving image classification based on bag-of-words
representation [25]. Two shortcomings of this representation are the loss of the spatial …

Does one size really fit all? Evaluating classifiers in bag-of-visual-words classification

C Hentschel, H Sack - Proceedings of the 14th International Conference …, 2014 - dl.acm.org
Bag-of-Visual-Words (BoVW) features that quantize and count local gradient distributions in
images similar to counting words in texts have proven to be powerful image representations …

Improving the BoVW via discriminative visual n-grams and MKL strategies

AP López-Monroy, M Montes-y-Gomez, HJ Escalante… - Neurocomputing, 2016 - Elsevier
Abstract The Bag-of-Visual-Words (BoVW) representation has been widely used to
approach a number of different high-level computer vision tasks. The idea behind the BoVW …

Learning hierarchical bag of words using naive bayes clustering

S Chandra, S Kumar, CV Jawahar - Asian Conference on Computer Vision, 2012 - Springer
Image analysis tasks such as classification, clustering, detection, and retrieval are only as
good as the feature representation of the images they use. Much research in computer …

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 …