Work

Image classification using data compression techniques

Year: 2010

Type: conference-paper

Abstract: In this paper we propose a parameter free image classification method based on data compression techniques, so to calculate a measure of similarity between images based on the approximation of the compression to Kolmogorov Complexity. For this experiment we use two types of compressors, ZIP the general purpose compressor and JPEG compressor specialized for images. After developing the method and perform the relevant experiments to determine whether the proposed approach is useful or not for image classification.

Source: IEEE Convention of Electrical and Electronics Engineers in Israel

DOI: 10.1109/eeei.2010.5662206

Authors: Martha R. Quispe-Ayala, Krista Asalde-Alvarez, Avid Roman-Gonzalez

Institutions: National University of Saint Anthony the Abbot in Cuzco, Télécom Paris

Language: English

Topic: Image Retrieval and Classification Techniques

Subfield: Computer Vision and Pattern Recognition

Field: Computer Science

Domain: Physical Sciences

Open Access status: green

OpenAlex ID: W2045915346

FWCI: 1.104

Cites: 14

Cited by: 9

Related to: 10