Sentence examples for based on bag of from inspiring English sources

This paper has presented an approach for scene categorization based on bag of visual words representation.

There is a very rich literature on image classification including methods based on bag of word [1, 2], Sparse representation [3 7], and Deep learning [8 10].

Recently, unsupervised methods based on bag of visual words have become very popular as they could achieve excellent performance in standard datasets [6] and long surveillance videos [1, 7].

The model computes the posterior probability of a class, based on bag of words, and uses Bayes Theorem to predict the probability that a given feature set belongs to a particular class.

This is achieved by constructing a dictionary for speech data based on bag-of-words concept.

Most of the existing information retrieval systems are based on bag-of-words model and are not equipped with common world knowledge.

The feature set of the system with the best performance consists of automatically added features based on Bag-Of-Words as well as Autom.

Our approach comprises two main components: (1) a monocular SLAM algorithm that exploits object rigidity constraints to improve the map and find its real scale, and (2) a novel object recognition algorithm based on bags of binary words, which provides live detections with a database of 500 3D objects.

Our approach is based on Bagging and Boosting which are two instances of the general framework of ensemble learning.

It is essentially an ensemble method based on bagging.

Particularly, high-quality word similarity vectors can be learned from billions of words based on continuous bag-of-words or skip-gram model.