arrow
Return

A Feature Encoding Based on Low Space Complexity Codebook Called Fuzzy Codebook for Image Recognition

delete2018-11-26
delete1
PRE
AI
Y
Yuki Shinomiya
Y
Yukinobu Hoshino *
DOI:10.1007/s40815-018-0568-2delete
deleteOriginal
deleteOriginal request for help
deleteShare
deleteSave
Abstract

Abstract

En 中文
For image recognition, a codebook approach is generally used for representing an image to a feature vector. In this approach, the codebook, which is visual vocabulary, is generated for each local feature framework in the case of using multiple local feature frameworks. Hence, the codebook is required that is a small memory footprint. Image representation based on a compact codebook by using fuzzy clustering has been presented, but it includes a high computational complexity operation. This paper presents a reducing computational complexity in the image representation step and experimental results of online classifier.
Keywords:
Image recognition
Fuzzy clustering
Feature encoding
Fuzzy codebook
AI Summary

AI Summary

Key information extracted from the uploaded paper, including a brief overview, abstract, background, key highlights, visual analysis, and future outlook.

Journal

International Journal of Fuzzy Systems cover
International Journal of Fuzzy Systems
IF:
3.6
Papers:
2.2K
Citations:
4.3K

Organization

K
kochi university technology
Scholars:
707
Papers: 753
Citations: 4
Cited Papers

Cited Papers

errShare
errSave
Annealing effects of aluminum silicate films grown on Si(100)
err2002-05-07
err0
errOAAI
errM.-H. Cho; Y. S. Rho; H.-J. Choi; S. W. Nam; D.-H. Ko; J. H. Ku; H. C. Kang; D. Y. Noh; C. N. Whang; K. Jeong
errShare
errSave
Spring phenology shapes the spatial foraging behavior of Antarctic petrels
err2017-03-24
err0
errOAAI
errP Fauchald; A Tarroux; T Tveraa; Y Cherel; Y Ropert-Coudert; A Kato; OP Love; Ø Varpe; S Descamps
errShare
errSave
Digital Leadership’s Influence on Individual Creativity and Employee Performance: A View through the Generational Lens
err2023-12-20
err0
errOAAI
errVolkan Öngel; Ayşe Günsel; Gülşah Gençer Çelik; Erkut Altındağ; Hasan Sadık Tatlı
errShare
errSave
errShare
errSave
Fast Fragmentation of Networks Using Module-Based Attacks
err2015-11-16
err0
errOAAI
errBruno Requião da Cunha; Juan Carlos González-Avella; Sebastián Gonçalves
errShare
errSave
Changes in water use with growth in Ulmus pumila in semiarid sandy land of northern China
err2013-08-29
err0
PREAI
errHua Su; Yonggeng Li; Wei Liu; Hong Xu; Osbert Jianxin Sun
errShare
errSave
researcher View more