Effect of lighting conditions on grape quality control by artificial vision

P. Beauseroy; A. Baussard; M. L. Panon; M. Loyaux

doi:10.1117/12.2688756

28 July 2023 Effect of lighting conditions on grape quality control by artificial vision

P. Beauseroy, A. Baussard, M. L. Panon, M. Loyaux

Proceedings Volume 12749, Sixteenth International Conference on Quality Control by Artificial Vision; 1274908 (2023) https://doi.org/10.1117/12.2688756
Event: Sixteenth International Conference on Quality Control by Artificial Vision, 2023, Albi, France

Abstract

In order to develop a new device for automatic quality control of grapes stored in crates just before pressing, it is necessary to specify many parameters. Among these, lighting is particularly important, both for the recognition methods and for the control system physical design and cost. This study introduces a database of images of grapes in crates, created specifically for the study, and investigates the possibility of recognizing healthy grapes from other visible elements (diseases, leaves. . . ) with four different lighting conditions and two classifiers (SVM and CNN). The experimental results show the feasibility of the system and provide objective and quantified elements to guide its design.

Citation Download Citation

P. Beauseroy, A. Baussard, M. L. Panon, and M. Loyaux "Effect of lighting conditions on grape quality control by artificial vision", Proc. SPIE 12749, Sixteenth International Conference on Quality Control by Artificial Vision, 1274908 (28 July 2023); https://doi.org/10.1117/12.2688756

ACCESS THE FULL ARTICLE

INSTITUTIONAL
Select your institution to access the SPIE Digital Library.

SELECT YOUR INSTITUTION

PERSONAL
Sign in with your SPIE account to access your personal subscriptions or to use specific features such as save to my library, sign up for alerts, save searches, etc.

PERSONAL SIGN IN

No SPIE Account? Create one

PURCHASE THIS CONTENT

SUBSCRIBE TO DIGITAL LIBRARY

50 downloads per 1-year subscription

Members: $195

Non-members: $335 ADD TO CART

25 downloads per 1 - year subscription

Members: $145

Non-members: $250 ADD TO CART

PURCHASE SINGLE ARTICLE

Includes PDF, HTML & Video, when available

Members: $17.00

Non-members: $21.00 ADD TO CART

PROCEEDINGS
8 PAGES

DOWNLOAD PAPER SAVE TO MY LIBRARY

GET CITATION

RIGHTS & PERMISSIONS

Get copyright permission Get copyright permission on Copyright Marketplace

KEYWORDS

Image segmentation

Polarized light

Light sources and illumination

Image classification

Quality control

Diseases and disorders

Machine vision

Show All Keywords

Keywords/Phrases

Search In:

Publication Years