Functional Asplund's metrics for pattern matching robust to variable lighting conditions

09/04/2019
by   Guillaume Noyel, et al.
0

In this paper, we propose a complete framework to process images captured under uncontrolled lighting and especially under low lighting. By taking advantage of the Logarithmic Image Processing (LIP) context, we study two novel functional metrics: i) the LIP-multiplicative Asplund's metric which is robust to object absorption variations and ii) the LIP-additive Asplund's metric which is robust to variations of source intensity and exposure-time. We introduce robust to noise versions of these metrics. We demonstrate that the maps of their corresponding distances between an image and a reference template are linked to Mathematical Morphology. This facilitates their implementation. We assess them in various situations with different lightings and movements. Results show that those maps of distances are robust to lighting variations. Importantly, they are efficient to detect patterns in low-contrast images with a template acquired under a different lighting.

READ FULL TEXT

page 12

page 23

page 25

page 26

page 27

research
07/17/2019

A Link Between the Multiplicative and Additive Functional Asplund's Metrics

Functional Asplund's metrics were recently introduced to perform pattern...
research
04/29/2020

Retinal vessel segmentation by probing adaptive to lighting variations

We introduce a novel method to extract the vessels in eye fun-dus images...
research
03/02/2018

Asplünd's metric defined in the Logarithmic Image Processing (LIP) framework for colour and multivariate images

Asplünd's metric, which is useful for pattern matching, consists in a do...
research
03/05/2021

Rover Relocalization for Mars Sample Return by Virtual Template Synthesis and Matching

We consider the problem of rover relocalization in the context of the no...
research
08/31/2016

Spatio-Colour Asplünd 's Metric and Logarithmic Image Processing for Colour Images (LIPC)

Asplünd 's metric, which is useful for pattern matching, consists in a d...
research
09/05/2023

Logarithmic Mathematical Morphology: theory and applications

Classically, in Mathematical Morphology, an image (i.e., a grey-level fu...
research
06/14/2021

Integrated shape-sensitive functional metrics

This paper develops a new integrated ball (pseudo)metric which provides ...

Please sign up or login with your details

Forgot password? Click here to reset