• Acta Optica Sinica
  • Vol. 40, Issue 16, 1611001 (2020)
Xuan Hu1 and Qikai Lu2、*
Author Affiliations
  • 1State Key Laboratory of Information Engineering in Surveying, Mapping and Remote Sensing, Wuhan University, Wuhan, Hubei 430079, China
  • 2Electronic Information School, Wuhan University, Wuhan, Hubei 430079, China
  • show less
    DOI: 10.3788/AOS202040.1611001 Cite this Article Set citation alerts
    Xuan Hu, Qikai Lu. Hyperspectral Image Classification Algorithm Based on Saliency Profile[J]. Acta Optica Sinica, 2020, 40(16): 1611001 Copy Citation Text show less
    References

    [1] Yu C Y, Zhao M, Song M P et al. Hyperspectral image classification method based on targets constraint and spectral-spatial iteration[J]. Acta Optica Sinica, 38, 0628003(2018).

    [2] Zhao C H, You W, Qi B et al. Real-time anomaly detection algorithm for hyperspectral remote sensing by using recursive polynomial kernel function[J]. Acta Optica Sinica, 36, 0228002(2016).

    [3] Haboudane D, Miller J R, Pattey E et al. Hyperspectral vegetation indices and novel algorithms for predicting green LAI of crop canopies: modeling and validation in the context of precision agriculture[J]. Remote Sensing of Environment, 90, 337-352(2004).

    [4] Jiang X Q, Ye Q, Lin Y et al. Inverting study on soil water content based on harmonic analysis and hyperspectral remote sensing[J]. Acta Optica Sinica, 37, 1028001(2017).

    [5] Liu T Z, Gu Y F, Chanussot J et al. Multimor phological superpixel model for hyperspectral image classification[J]. IEEE Transactions on Geoscience and Remote Sensing, 55, 6950-6963(2017).

    [6] Ghamisi P, Dalla Mura M, Benediktsson J A. A survey on spectral-spatial classification techniques based on attribute profiles[J]. IEEE Transactions on Geoscience and Remote Sensing, 53, 2335-2353(2015).

    [7] Ma L, Li M C, Ma X X et al. A review of supervised object-based land-cover image classification[J]. ISPRS Journal of Photogrammetry and Remote Sensing, 130, 277-293(2017).

    [8] Pesaresi M, Benediktsson J A. A new approach for the morphological segmentation of high-resolution satellite imagery[J]. IEEE Transactions on Geoscience and Remote Sensing, 39, 309-320(2001).

    [9] Palmason J A, Benediktsson J A, Sveinsson J R et al. Classification of hyperspectral data from urban areas using morphological preprocessing and independent component analysis. [C]∥Proceedings of 2005 IEEE International Geoscience and Remote Sensing Symposium, 2005, July 29-29, 2005, Seoul, Korea. New York: IEEE, 8884363(2005).

    [10] Dalla Mura M, Villa A, Benediktsson J A et al. Classification of hyperspectral images by using extended morphological attribute profiles and independent component analysis[J]. IEEE Geoscience and Remote Sensing Letters, 8, 542-546(2011).

    [11] Ghamisi P, Souza R, Benediktsson J A et al. Extinction profiles for the classification of remote sensing data[J]. IEEE Transactions on Geoscience and Remote Sensing, 54, 5631-5645(2016).

    [12] Salembier P. Wilkinson M H F. Connected operators: a review of region-based morphological image processing techniques[J]. IEEE Signal Processing Magazine, 26, 136-157(2009).

    [13] Demir B, Bruzzone L. Histogram-based attribute profiles for classification of very high resolution remote sensing images[J]. IEEE Transactions on Geoscience and Remote Sensing, 54, 2096-2107(2016).

    [14] Xu Y C, Géraud T, Najman L. Salient level lines selection using the Mumford-Shah functional. [C]∥2013 IEEE International Conference on Image Processing, September 15-18, 2013, Melbourne, VIC, Australia. New York: IEEE, 1227-1231(2013).

    [15] Dalla Mura M, Benediktsson J A, Bruzzone L. Self-dual attribute profiles for the analysis of remote sensing images[M]. ∥Soille P, Pesaresi M, Ouzounis G K. Mathematical morphology and its applications to image and signal processing. Lecture notes in computer science. Heidelberg: Springer, 6671, 320-330(2011).

    [16] Mountrakis G, Im J, Ogole C. Support vector machines in remote sensing: a review[J]. ISPRS Journal of Photogrammetry and Remote Sensing, 66, 247-259(2011).

    [17] Benediktsson J A, Palmason J A, Sveinsson J R. Classification of hyperspectral data from urban areas based on extended morphological profiles[J]. IEEE Transactions on Geoscience and Remote Sensing, 43, 480-491(2005).

    [18] Marpu P R, Pedergnana M, Mura M D et al. Classification of hyperspectral data using extended attribute profiles based on supervised and unsupervised feature extraction techniques[J]. International Journal of Image and Data Fusion, 3, 269-298(2012).

    [19] Ghamisi P, Souza R, Benediktsson J A et al. Hyperspectral data classification using extended extinction profiles[J]. IEEE Geoscience and Remote Sensing Letters, 13, 1641-1645(2016).

    [20] Fang L Y, Li S T, Duan W H et al. Classification of hyperspectral images by exploiting spectral-spatial information of superpixel via multiple kernels[J]. IEEE Transactions on Geoscience and Remote Sensing, 53, 6663-6674(2015).

    Xuan Hu, Qikai Lu. Hyperspectral Image Classification Algorithm Based on Saliency Profile[J]. Acta Optica Sinica, 2020, 40(16): 1611001
    Download Citation