Presentation | 2016-11-24 [Poster Presentation] An Efficient Target Detection by Band Reduction and Partial Filtering for Hyperspectral Images Lena Chang, Chung-Chi Miao, |
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PDF Download Page | PDF download Page Link |
Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | An efficient and robust target detection method composed of band reduction and constrained partial filtering techniques is developed. First, a fast band clustering method Maximum Correlation Band Clustering (MCBC) combined with the optimal spatial searching Particle Swarm Optimization (PSO) and a band prioritization by Impurity Function Band Prioritization (IFBP) are utilized to select dominant bands. Then the selected bands are exploited to design constrained partial filters to alleviate the performance degradation caused by some estimation and random errors. Simulations validate the proposed method can achieve over 90% detection accuracy for all target category in our simulation scenarios. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | Hyperspectral imaging / target detection / Maximum Correlation Band Clustering / Particle Swarm Optimization / Impurity Function Band Prioritization / partial filtering |
Paper # | SANE2016-78 |
Date of Issue | 2016-11-17 (SANE) |
Conference Information | |
Committee | SANE |
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Conference Date | 2016/11/24(2days) |
Place (in Japanese) | (See Japanese page) |
Place (in English) | National Taipei University of Technology (NTUT) |
Topics (in Japanese) | (See Japanese page) |
Topics (in English) | ICSANE2016 |
Chair | Hirokazu Kobayashi(Osaka Inst. of Tech.) |
Vice Chair | Takahide Mizuno(JAXA) / Toshifumi Moriyama(Nagasaki Univ.) |
Secretary | Takahide Mizuno(JAXA) / Toshifumi Moriyama(Mitsubishi Electric) |
Assistant | Atsushi Kezuka(ENRI) / Manabu Akita(Univ. of Electro-Comm.) |
Paper Information | |
Registration To | Technical Committee on Space, Aeronautical and Navigational Electronics |
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Language | ENG |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | [Poster Presentation] An Efficient Target Detection by Band Reduction and Partial Filtering for Hyperspectral Images |
Sub Title (in English) | |
Keyword(1) | Hyperspectral imaging |
Keyword(2) | target detection |
Keyword(3) | Maximum Correlation Band Clustering |
Keyword(4) | Particle Swarm Optimization |
Keyword(5) | Impurity Function Band Prioritization |
Keyword(6) | partial filtering |
1st Author's Name | Lena Chang |
1st Author's Affiliation | National Taiwan Ocean University(NTOU) |
2nd Author's Name | Chung-Chi Miao |
2nd Author's Affiliation | National Taiwan Ocean University(NTOU) |
Date | 2016-11-24 |
Paper # | SANE2016-78 |
Volume (vol) | vol.116 |
Number (no) | SANE-319 |
Page | pp.pp.139-143(SANE), |
#Pages | 5 |
Date of Issue | 2016-11-17 (SANE) |