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) – DOI: 10.1117/12.2523017.

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.


Test Drive Our Smart Engines

Free demo apps allow you to experience the power of Smart Engines software for intelligent document scanning in a real-world context.

Why not experience the power of Smart Engines for yourself? Our demo apps allow you to test the capabilities of our identity document recognition software on mobile devices in videostream or in a single image (photo, scan).

Simply display any document to the camera in real-time or choose a photo from the gallery, and the app will recognize and capture the necessary data.

Demo apps Privacy Policy

id documents enginge by Smart Engines
Apple App Store Badge
Google Play Badge
id documents enginge by Smart Engines

Send Request

Send request for quotation or more information about products.

Contact Form

Smart Engines is to provide a reply within 2 business days. If you don't receive a message from our representative within 2 business days, please check your spam folder or simply send us an email to sales@smartengines.com

Smart Engines is committed to privacy, we are fully compliant with GDPR and CCPA, all the personal data is intended for internal use only.