2D art recognition in uncontrolled conditions using one-shot learning

Natalya S. Skoryukina; Dmitry P. Nikolaev; Vladimir V. Arlazarov

doi:10.1117/12.2523017

15 March 2019 2D art recognition in uncontrolled conditions using one-shot learning

Natalya S. Skoryukina, Dmitry P. Nikolaev, Vladimir V. Arlazarov

Proceedings Volume 11041, Eleventh International Conference on Machine Vision (ICMV 2018); 110412E (2019) https://doi.org/10.1117/12.2523017
Event: Eleventh International Conference on Machine Vision (ICMV 2018), 2018, Munich, Germany

Abstract

The paper considers the problem of 2D art identification in photos acquired with mobile devices under the conditions of museum exhibition. The proposed approach is based on a compact description of an image with a constellation of keypoints and corresponding local descriptors. A two-step comparison scheme is described for finding the best reference image matching the query. Bag-of-features approach is used as a first step, then mutual disposition of points is analyzed. Rejection of the query is performed if no suitable matches are found. Geometrical normalization of the query image is proposed to achieve higher robustness against scale and viewpoint variations. After the normalization, mutual disposition of points is estimated using a simplified geometric model. Advantages of the described approach over state-of-the-art solutions are considered. The results of the experiments conducted on the open WikiArt dataset are presented along with processing times for different hardware platforms.

Citation Download Citation

Natalya S. Skoryukina, Dmitry P. Nikolaev, and Vladimir V. Arlazarov "2D art recognition in uncontrolled conditions using one-shot learning", Proc. SPIE 11041, Eleventh International Conference on Machine Vision (ICMV 2018), 110412E (15 March 2019); https://doi.org/10.1117/12.2523017

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