CLIP Augmentation for Image Search

Ingus Janis Pretkalnins; Arturs Sprogis; Guntis Barzdins

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Paper

CLIP Augmentation for Image Search

Topics: AI-based Computing, AI-based Analysis; Application Areas, Engineering, Automotive, Avionics, Energy, Health Care, Mobile Devices, Multimedia and Autonomous Systems; Complex Engineering Problems, Simulations and Solutions; Deep Learning

In Proceedings of the 7th International Conference on Complexity, Future Information Systems and Risk COMPLEXIS - Volume 1, 71-78, 2022

Authors: Ingus Janis Pretkalnins ¹ ; Arturs Sprogis ¹ and Guntis Barzdins ²

Affiliations: ¹ Institute of Mathematics and Computer Science, University of Latvia, Raina blvd. 29, LV-1459, Riga, Latvia ; ² LETA, Marijas st. 2, LV-1050, Riga, Latvia

Keyword(s): CLIP, Image Search, Probability as Extended Logic.

Abstract: We devised a probabilistic method for adding face recognition to the neural network model CLIP. The method was tested by creating a prototype and matching 1000 images to their descriptions. The method improved the text to image Recall @ 1 metric from 14.0% matches for CLIP alone to 21.8% for CLIP + method, for a sample size of 1000 images and descriptions.

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Paper citation in several formats:

Pretkalnins, I.; Sprogis, A. and Barzdins, G. (2022). CLIP Augmentation for Image Search. In Proceedings of the 7th International Conference on Complexity, Future Information Systems and Risk - COMPLEXIS; ISBN 978-989-758-565-4; ISSN 2184-5034, SciTePress, pages 71-78. DOI: 10.5220/0011046600003197

@conference{complexis22,
author={Ingus Janis Pretkalnins. and Arturs Sprogis. and Guntis Barzdins.},
title={CLIP Augmentation for Image Search},
booktitle={Proceedings of the 7th International Conference on Complexity, Future Information Systems and Risk - COMPLEXIS},
year={2022},
pages={71-78},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0011046600003197},
isbn={978-989-758-565-4},
issn={2184-5034},
}

TY - CONF

JO - Proceedings of the 7th International Conference on Complexity, Future Information Systems and Risk - COMPLEXIS
TI - CLIP Augmentation for Image Search
SN - 978-989-758-565-4
IS - 2184-5034
AU - Pretkalnins, I.
AU - Sprogis, A.
AU - Barzdins, G.
PY - 2022
SP - 71
EP - 78
DO - 10.5220/0011046600003197
PB - SciTePress