| 光谱学与光谱分析 |
|
|
|
|
|
| Integration of Spatial-Spectral Information Based Endmember Extraction for Hyperspectral Image |
| KONG Xiang-bing1, 2, SHU Ning1, GONG Yan1, WANG Kai1 |
1. School of Remote Sensing and Information Engineering, Wuhan University, Wuhan 430079, China
2. Key Laboratory of the Loess Plateau Soil Erosion and Water Loss Process and Control, Ministry of Water Resources, Yellow River Institute of Hydraulic Research, Zhengzhou 450003, China |
|
|
|
|
Abstract In the present paper, a novel algorithm is proposed to integrate both spatial and spectral information for automatic EE (Integration of spatial-spectral information based endmember extraction, ISEE). At first, the image is divided into some subspaces for improvement of spectral contrast. Then, the subset of the image is projected to the feature space related to the image endmembers, and the candidate endmember spectra are extracted through orthogonal subspace projection analysis. At last, the endmember spectra are refined under the constraint of image spatial context and spectral information. The performances of different endmember extraction methods are compared using both synthetic hyperspectral image and real hyperspectral image. The experimental results demonstrate that ISEE incorporated with spatial information is effective, and the endmember spectra extracted by ISEE are more accurate than by some common EE methods.
|
|
Received: 2012-10-26
Accepted: 2013-01-20
|
|
|
|
Corresponding Authors:
KONG Xiang-bing
E-mail: kongxb_whu@foxmail.com;kong.xb@hotmail.com
|
|
[1] Boardman W, Kruse F A, Green R O. Mapping Target Signatures Via Partial Unmixing of AVIRIS Data, 1995. 23.
[2] Neville R A, Staenz K, Szeredi T, et al. Automatic Endmember Extraction from Hyperspectral Data for Mineral Exploration, 1999. 21.
[3] Nascimento José M P, José M Bioucas Dias. IEEE Transactions on Geoscience and Remote Sensing, 2005, 43(4): 898: 910.
[4] Harsanyi J C, Chang C I. IEEE Trans. Geosci. Remote Sens., 1994, 32(4): 779.
[5] Berman M, Kiiveri H, Lagerstrom R, et al. IEEE Trans. Geosci. Remote Sens., Oct., 2004, 42(10): 2085.
[6] Chang C I, Wu C C, Liu W, et al. IEEE Trans. Geosci. Remote Sens., Oct., 2006, 44(10): 2804.
[7] Plaza A, Martinez P, Perez R M, et al. IEEE Transactions on Geoscience and Remote Sensing, September, 2002, 40(9): 2025.
[8] Rogge D M, Rivard B, Zhang J, et al. Remote Sens. Environ., 2007, 110(3): 287.
[9] Zortea M, Plaza A. IEEE T. Geoscience and Remote Sensing, 2009, 48(8): 2679.
[10] Mei S H, He M Y, Wang Z Y, et al. Ieee Transactions on Geoscience and Remote Sensing, 2010, 48(9): 3434.
[11] GONG Yan, SHU Ning(龚 龑, 舒 宁). Geomatics and Information Science of Wuhan University(武汉大学学报·信息科学版), 2008, 33(3): 310.
[12] Bateson C A, Asner G P, and Wessman C A. IEEE Trans. Geosci. Remote Sens., Mar., 2000, 38(2): 1083.
[13] Swayze G, Clark R, Sutley S, et al. Nevada, 1992, (1): 47.
[14] Chang C I, Du Q. Ieee Transactions on Geoscience and Remote Sensing, 2004, 42(3): 608.
[15] KONG Xiang-bing, SHU Ning, TAO Jian-bin, et al(孔祥兵，舒 宁，陶建斌，等). Spectroscopy and Spectral Analysis(光谱学与光谱分析)，2011, 31(8): 2166.
[16] Sohn Youngsinn，Rebello N. Sanjay. Photogrammetric Engineering and Remote Sensing, 2002, 68(12): 1271.
[17] Heinz D, Chang C I. IEEE Trans. on Geoscience and Remote Sensing, 2001, 39(3): 529. |
| [1] |
SONG Ruo-xi1, 3, FENG Yi-ning3, CHENG Wei2, WANG Xiang-hai2, 3*. Advance in Hyperspectral Images Change Detection[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2023, 43(08): 2354-2362. |
| [2] |
ZHU Ling, QIN Kai*, SUN Yu, LI Ming, ZHAO Ying-jun. Hyperspectral Unmixing Based on Deep Stacked Autoencoders Network[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2023, 43(05): 1508-1516. |
| [3] |
KONG Yu-ru1, 2, WANG Li-juan1*, FENG Hai-kuan2, XU Yi1, LIANG Liang1, XU Lu1, YANG Xiao-dong2*, ZHANG Qing-qi1. Leaf Area Index Estimation Based on UAV Hyperspectral Band Selection[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2022, 42(03): 933-939. |
| [4] |
YU Feng-hua1, 2, ZHAO Dan1, GUO Zhong-hui1, JIN Zhong-yu1, GUO Shuang1, CHEN Chun-ling1, 2*, XU Tong-yu1, 2. Characteristic Analysis and Decomposition of Mixed Pixels From UAV Hyperspectral Images in Rice Tillering Stage[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2022, 42(03): 947-953. |
| [5] |
YANG Bao-hua, GAO Zhi-wei, QI Lin, ZHU Yue, GAO Yuan. Prediction Model of Soluble Solid Content in Peaches Based on Hyperspectral Images[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2021, 41(11): 3559-3564. |
| [6] |
WANG Qiang-hui1, HUA Wen-shen1*, HUANG Fu-yu1, ZHANG Yan1, YAN Yang2. Hyperspectral Anomaly Detection Based on Approximate Posterior Information[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2020, 40(08): 2538-2545. |
| [7] |
YI Li-na1, XU Xiao1, ZHANG Gui-feng2,3*, MING Xing2, GUO Wen-ji2, LI Shao-cong1, SHA Ling-yu1. Light and Small UAV Hyperspectral Image Mosaicking[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2019, 39(06): 1885-1891. |
| [8] |
HAN Zhong-zhi1, WANG Xuan-hui1,2, SHI Hong-tao1, WAN Jian-hua3*. Mixture End-Members Extraction Method For Coverage Calculation of Sea Oil Spills Based on Hyper-spectral Remote Sensing Images[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2019, 39(05): 1563-1570. |
| [9] |
WANG Cai-ling1, 2, WANG Hong-wei3, HU Bing-liang1, WEN Jia4, XU Jun5, LI Xiang-juan2 . A Novel Spatial-Spectral Sparse Representation for Hyperspectral Image Classification Based on Neighborhood Segmentation [J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2016, 36(09): 2919-2924. |
| [10] |
JIANG Jin-bao, YOU Di, WANG Guo-ping, ZHANG Zheng, MEN Ze-cheng. Study on the Detection of Slight Mechanical Injuries on Apples with Hyperspectral Imaging[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2016, 36(07): 2224-2228. |
| [11] |
WANG Cai-ling1,2, WANG Hong-wei3, HU Bing-liang1, WEN Jia4, XU Jun5，LI Xiang-juan2 . A New Spectral-Spatial Algorithm Method for Hyperspectral Image Target Detection[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2016, 36(04): 1163-1169. |
| [12] |
SONG Mei-ping1, XU Xing-wei1, Chein-I Chang2, AN Ju-bai1, Yao Li2 . Orthogonal Vector Projection Algorithm for Spectral Unmixing [J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2015, 35(12): 3465-3470. |
| [13] |
YANG Ke-ming, WEI Hua-feng, SHI Gang-qiang, SUN Yang-yang, LIU Fei . A New HAC Unsupervised Classifier Based on Spectral Harmonic Analysis [J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2015, 35(07): 2001-2006. |
| [14] |
YANG Ke-ming, LIU Shi-wen, WANG Lin-wei, YANG Jie, SUN Yang-yang, HE Dan-dan. An Algorithm of Spectral Minimum Shannon Entropy on Extracting Endmember of Hyperspectral Image[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2014, 34(08): 2229-2233. |
| [15] |
ZHOU Ya-nan1, 2, LUO Jian-cheng1, SHEN Zhan-feng1, CHENG Xi1, 2, HU Xiao-dong1 . A Technique for Generating Natural Color Images Based on Local Endmembers[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2013, 33(12): 3349-3353. |
|
|
|
|
