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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence, 28 / No. 1: Twenty-Eighth AAAI Conference On Artificial Intelligence

Sub-Selective Quantization for Large-Scale Image Search

March 8, 2023

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Authors

Yeqing Li

University of Texas at Arlington


Chen Chen

University of Texas at Arlington


Wei Liu

IBM T. J. Watson Research Center


Junzhou Huang

University of Texas at Arlington


DOI:

10.1609/aaai.v28i1.9138


Abstract:

Recently with the explosive growth of visual content on the Internet, large-scale image search has attracted intensive attention. It has been shown that mapping highdimensional image descriptors to compact binary codes can lead to considerable efficiency gains in both storage and similarity computation of images. However, most existing methods still suffer from expensive training devoted to large-scale binary code learning. To address this issue, we propose a sub-selection based matrix manipulation algorithm which can significantly reduce the computational cost of code learning. As case studies, we apply the sub-selection algorithm to two popular quantization techniques PCA Quantization (PCAQ) and Iterative Quantization (ITQ). Crucially, we can justify the resulting sub-selective quantization by proving its theoretic properties. Extensive experiments are carried out on three image benchmarks with up to one million samples, corroborating the efficacy of the sub-selective quantization method in terms of image retrieval.

Topics: AAAI

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HOW TO CITE:

Yeqing Li|| Chen Chen|| Wei Liu|| Junzhou Huang Sub-Selective Quantization for Large-Scale Image Search Proceedings of the AAAI Conference on Artificial Intelligence, 28 (2014) .

Yeqing Li|| Chen Chen|| Wei Liu|| Junzhou Huang Sub-Selective Quantization for Large-Scale Image Search AAAI 2014, .

Yeqing Li|| Chen Chen|| Wei Liu|| Junzhou Huang (2014). Sub-Selective Quantization for Large-Scale Image Search. Proceedings of the AAAI Conference on Artificial Intelligence, 28, .

Yeqing Li|| Chen Chen|| Wei Liu|| Junzhou Huang. Sub-Selective Quantization for Large-Scale Image Search. Proceedings of the AAAI Conference on Artificial Intelligence, 28 2014 p..

Yeqing Li|| Chen Chen|| Wei Liu|| Junzhou Huang. 2014. Sub-Selective Quantization for Large-Scale Image Search. "Proceedings of the AAAI Conference on Artificial Intelligence, 28". .

Yeqing Li|| Chen Chen|| Wei Liu|| Junzhou Huang. (2014) "Sub-Selective Quantization for Large-Scale Image Search", Proceedings of the AAAI Conference on Artificial Intelligence, 28, p.

Yeqing Li|| Chen Chen|| Wei Liu|| Junzhou Huang, "Sub-Selective Quantization for Large-Scale Image Search", AAAI, p., 2014.

Yeqing Li|| Chen Chen|| Wei Liu|| Junzhou Huang. "Sub-Selective Quantization for Large-Scale Image Search". Proceedings of the AAAI Conference on Artificial Intelligence, 28, 2014, p..

Yeqing Li|| Chen Chen|| Wei Liu|| Junzhou Huang. "Sub-Selective Quantization for Large-Scale Image Search". Proceedings of the AAAI Conference on Artificial Intelligence, 28, (2014): .

Yeqing Li|| Chen Chen|| Wei Liu|| Junzhou Huang. Sub-Selective Quantization for Large-Scale Image Search. AAAI[Internet]. 2014[cited 2023]; .


ISSN: 2374-3468


Published by AAAI Press, Palo Alto, California USA
Copyright 2022, Association for the Advancement of
Artificial Intelligence 1900 Embarcadero Road, Suite
101, Palo Alto, California 94303 All Rights Reserved

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