• Acta Photonica Sinica
  • Vol. 50, Issue 9, 0910002 (2021)
Ruhan A1, Xiaobin YUAN2, Xiaodong MU1, and Jingyi WANG3
Author Affiliations
  • 1College of Operational Support, Rocket Force University of Engineering, Xi'an70025, China
  • 2Xi 'an Institute of Optics and Precision Mechanics, Chinese Academy of Sciences710119, China
  • 3School of Computer Science, Xi'an Shiyou University, Xi'an710065, China
  • show less
    DOI: 10.3788/gzxb20215009.0910002 Cite this Article
    Ruhan A, Xiaobin YUAN, Xiaodong MU, Jingyi WANG. Hyperspectral Abnormal Target Detection Based on Extended Multi-attribute Profile and Fast Local RX Algorithm[J]. Acta Photonica Sinica, 2021, 50(9): 0910002 Copy Citation Text show less
    Local dual-window and the undertest pixel
    Fig. 1. Local dual-window and the undertest pixel
    Dual-window sliding on HSI
    Fig. 2. Dual-window sliding on HSI
    The flowchart of the EMAP-FLRX method
    Fig. 3. The flowchart of the EMAP-FLRX method
    Detection accuracy evaluation for the AVIRIS-I dataset
    Fig. 4. Detection accuracy evaluation for the AVIRIS-I dataset
    Detection maps obtained by different algorithms for the AVIRIS-I dataset
    Fig. 5. Detection maps obtained by different algorithms for the AVIRIS-I dataset
    Detection accuracy evaluation for the abu-airport-2 dataset
    Fig. 6. Detection accuracy evaluation for the abu-airport-2 dataset
    Detection maps obtained by different algorithms for the abu-airport-2 dataset
    Fig. 7. Detection maps obtained by different algorithms for the abu-airport-2 dataset
    Detection accuracy evaluation for the abu-beach-4 dataset
    Fig. 8. Detection accuracy evaluation for the abu-beach-4 dataset
    Detection maps obtained by different algorithms for the abu-beach-4 dataset
    Fig. 9. Detection maps obtained by different algorithms for the abu-beach-4 dataset
    DatasetGRXLRXCRDLRaSMDLSMADFLRXEMAP-FLRX
    AVIRIS⁃I0.911 10.962 3(31,13)0.992 5(17,15)0.820 20.977 20.961 6(31,13)0.996 7(23,15)
    abu⁃airport⁃20.840 40.976 7(21,17)0.980 5(19,17)0.829 50.936 20.974 9(21,17)0.985 6(21,17)
    abu⁃beach⁃40.953 80.981 0(35,25)0.978 2(35,23)0.758 70.962 60.981 0(35,25)0.981 6(31,3)
    Table 1. AUC values comparison
    DatasetGRXLRXCRDLRaSMDLSMADFLRXEMAP-FLRX
    AVIRIS⁃I0.000 9135.543 916.791 837.453 037.521 826.707 621.2181
    abu⁃airport⁃20.000 963.306 014.725 927.902 527.998420.476 315.192 8
    abu⁃beach⁃40.005 060.081 73 244.332 221.156 521.083 445.394 732.337 9
    Table 2. Running time comparison (s)
    Ruhan A, Xiaobin YUAN, Xiaodong MU, Jingyi WANG. Hyperspectral Abnormal Target Detection Based on Extended Multi-attribute Profile and Fast Local RX Algorithm[J]. Acta Photonica Sinica, 2021, 50(9): 0910002
    Download Citation