DeepAI
Log In Sign Up

ABANICCO: A New Color Space for Multi-Label Pixel Classification and Color Segmentation

11/15/2022
by   Laura Nicolás-Sáenz, et al.
29

In any computer vision task involving color images, a necessary step is classifying pixels according to color and segmenting the respective areas. However, the development of methods able to successfully complete this task has proven challenging, mainly due to the gap between human color perception, linguistic color terms, and digital representation. In this paper, we propose a novel method combining geometric analysis of color theory, fuzzy color spaces, and multi-label systems for the automatic classification of pixels according to 12 standard color categories (Green, Yellow, Light Orange, Deep Orange, Red, Pink, Purple, Ultramarine, Blue, Teal, Brown, and Neutral). Moreover, we present a robust, unsupervised, unbiased strategy for color naming based on statistics and color theory. ABANICCO was tested against the state of the art in color classification and with the standarized ISCC-NBS color system, providing accurate classification and a standard, easily understandable alternative for hue naming recognizable by humans and machines. We expect this solution to become the base to successfully tackle a myriad of problems in all fields of computer vision, such as region characterization, histopathology analysis, fire detection, product quality prediction, object description, and hyperspectral imaging.

READ FULL TEXT

page 3

page 7

page 8

page 12

page 13

page 14

09/13/2022

Two-Step Color-Polarization Demosaicking Network

Polarization information of light in a scene is valuable for various ima...
03/29/2021

Classifying Video based on Automatic Content Detection Overview

Video classification and analysis is always a popular and challenging fi...
09/27/2017

Learning Distributions of Meant Color

When a speaker says the name of a color, the color they picture is not n...
09/26/2001

Digital Color Imaging

This paper surveys current technology and research in the area of digita...
05/29/2010

Detection of Bleeding in Wireless Capsule Endoscopy Images Using Range Ratio Color

Wireless Capsule Endoscopy (WCE) is device to detect abnormalities in co...
07/04/2022

Computer vision application for improved product traceability in the granite manufacturing industry

The traceability of granite blocks consists in identifying each block wi...
12/12/2010

Illustrating Color Evolution and Color Blindness by the Decoding Model of Color Vision

A symmetrical model of color vision, the decoding model as a new version...