Memory Reduction Method for Specific Object Recognition Based on Lossy Encoding of Feature Vectors with a Bloomier Filter

Language	English
Type	Proceedings of International Conferences
Authors	Katsufumi Inoue, Koichi Kise
Title	Memory Reduction Method for Specific Object Recognition Based on Lossy Encoding of Feature Vectors with a Bloomier Filter
Journal	Proceedings of the 2nd China-Japan-Korea Joint Workshop on Pattern Recognition (CJKPR2010)
Pages	pp.166-171
Reviewed	Reviewed
Date	November 2010
Research fields	Object Recognition, Pattern recognition
Key	`Inoue2010_CJKPR` (id=1168)

Abstract

Specific object recognition method with the nearest neighbor search of local features needs an immense of memory storage to store them for distance calculation since the number of local features is very large. A way to solve this problem is to skip the distance calculation. In this paper, we propose a memory reduction method with a Bloomier filter which is far memory efficient than hash tables. From the experiments with 55 3D objects and 5,000 planar objects, the proposed method was successful to reduce the required memory for specific object recognition compared with the method with a hash table.

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{authors}{authors_and}{authors_ja}{authors_ja_tight}{authors_en}{authors_en_and}{authors_tight}{first_author}{title}{title_ja}{title_en}{journal}{journal_ja}{journal_en}{book_title}{volume}{number}{series}{presen_id}{pages}{pp}{num_pages}{year}{month}{month_en}{month_short}{ym}{date}{date_ja}{date_en}{publisher}{address}{location}{review}{review_ja}{review_en}{reviewed_mark}{presen_type}{type}{type_label}{doi}{url}{key}{awards}

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@inproceedings{Inoue2010_CJKPR, author = {Inoue, Katsufumi and Kise, Koichi}, title = {Memory Reduction Method for Specific Object Recognition Based on Lossy Encoding of Feature Vectors with a Bloomier Filter}, booktitle = {Proceedings of the 2nd China-Japan-Korea Joint Workshop on Pattern Recognition (CJKPR2010)}, year = 2010, month = nov, pages = {166--171} }

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