Histogram affine invariants extraction method based on two-scale auto-convolution

A two-scale auto-convolution histogram affine invariant was proposed.A two-scale auto-convolution transformation was established based on the new image generated by two-dimensional linear transform of image coordinates.Then the value of the new image density function is transformed into the histogra...

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Main Authors: Bo HUANG, Xiao-hui ZHAO, Xin-yan CAO, Ji-yin ZHAO, Gong-tao SHI
Format: Article
Language:zho
Published: Editorial Department of Journal on Communications 2012-12-01
Series:Tongxin xuebao
Subjects:
Online Access:http://www.joconline.com.cn/zh/article/doi/10.3969/j.issn.1000-436x.2012.12.018/
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author Bo HUANG
Xiao-hui ZHAO
Xin-yan CAO
Ji-yin ZHAO
Gong-tao SHI
author_facet Bo HUANG
Xiao-hui ZHAO
Xin-yan CAO
Ji-yin ZHAO
Gong-tao SHI
author_sort Bo HUANG
collection DOAJ
description A two-scale auto-convolution histogram affine invariant was proposed.A two-scale auto-convolution transformation was established based on the new image generated by two-dimensional linear transform of image coordinates.Then the value of the new image density function is transformed into the histogram intervals partition and the proposed histogram affine invariant is obtained.In addition,the possible parameter ranges of the new invari are analyzed and the detailed deduction is given.By using the classic "fish"and "coil-100"test database,the effectiveness of the proposed invariant is verified by comparing to the multi-scale auto-convolution normalized histogram affine invariants from the perspective of time efficiency,anti-image distortion,and anti-viewing angle changes.
format Article
id doaj-art-c81cb16b31114382b67aff50df416d73
institution Kabale University
issn 1000-436X
language zho
publishDate 2012-12-01
publisher Editorial Department of Journal on Communications
record_format Article
series Tongxin xuebao
spelling doaj-art-c81cb16b31114382b67aff50df416d732025-01-14T06:33:23ZzhoEditorial Department of Journal on CommunicationsTongxin xuebao1000-436X2012-12-013314014659666356Histogram affine invariants extraction method based on two-scale auto-convolutionBo HUANGXiao-hui ZHAOXin-yan CAOJi-yin ZHAOGong-tao SHIA two-scale auto-convolution histogram affine invariant was proposed.A two-scale auto-convolution transformation was established based on the new image generated by two-dimensional linear transform of image coordinates.Then the value of the new image density function is transformed into the histogram intervals partition and the proposed histogram affine invariant is obtained.In addition,the possible parameter ranges of the new invari are analyzed and the detailed deduction is given.By using the classic "fish"and "coil-100"test database,the effectiveness of the proposed invariant is verified by comparing to the multi-scale auto-convolution normalized histogram affine invariants from the perspective of time efficiency,anti-image distortion,and anti-viewing angle changes.http://www.joconline.com.cn/zh/article/doi/10.3969/j.issn.1000-436x.2012.12.018/object recognitionaffine invariantauto-convolutionhistogram
spellingShingle Bo HUANG
Xiao-hui ZHAO
Xin-yan CAO
Ji-yin ZHAO
Gong-tao SHI
Histogram affine invariants extraction method based on two-scale auto-convolution
Tongxin xuebao
object recognition
affine invariant
auto-convolution
histogram
title Histogram affine invariants extraction method based on two-scale auto-convolution
title_full Histogram affine invariants extraction method based on two-scale auto-convolution
title_fullStr Histogram affine invariants extraction method based on two-scale auto-convolution
title_full_unstemmed Histogram affine invariants extraction method based on two-scale auto-convolution
title_short Histogram affine invariants extraction method based on two-scale auto-convolution
title_sort histogram affine invariants extraction method based on two scale auto convolution
topic object recognition
affine invariant
auto-convolution
histogram
url http://www.joconline.com.cn/zh/article/doi/10.3969/j.issn.1000-436x.2012.12.018/
work_keys_str_mv AT bohuang histogramaffineinvariantsextractionmethodbasedontwoscaleautoconvolution
AT xiaohuizhao histogramaffineinvariantsextractionmethodbasedontwoscaleautoconvolution
AT xinyancao histogramaffineinvariantsextractionmethodbasedontwoscaleautoconvolution
AT jiyinzhao histogramaffineinvariantsextractionmethodbasedontwoscaleautoconvolution
AT gongtaoshi histogramaffineinvariantsextractionmethodbasedontwoscaleautoconvolution