Optics and Precision Engineering, Volume. 24, Issue 4, 873(2016)
Hyperspectral image classification with combination of weighted spatial-spectral and KNN
[4] [4] FAUVEL M, TARABALKA Y, BENEDIKTSSON J A, et al.. Advances in spectral-spatial classification of hyperspectral images[J]. Proceedings of the IEEE, 2013, 101(3): 652-675.
[6] [6] MA L, CRAWFORD M M, TIAN J W. Local manifold learning-based k-Nearest-Neighbor for hyperspectral image classification[J]. IEEE Transactions on Geoscience and Remote Sensing, 2010, 48(11): 4099-4109.
[7] [7] SHAFRI H Z M, SUHAILI A, MANSOR S. The performance of maximum likelihood, spectral angle mapper, neural network and decision tree classifiers in hyperspectral image analysis[J]. Journal of Computer Science, 2007, 3(6): 419-423.
[8] [8] GUO B F, GUNN S R, DAMPER R I, et al.. Customizing kernel functions for SVM-based hyperspectral image classification[J]. IEEE Transactions on Image Processing, 2008, 17(4): 622-629.
[10] [10] WEI F, HE M Y, MEI SH H. Hyperspectral data feature extraction using spatial coherence based neighborhood preserving embedding[J]. Infrared and Laser Engineering, 2012, 41(5): 1249-1254. (in Chinese)
[11] [11] VELASCO F S, MANIAN V. Improving hyperspectral image classification using spatial preprocessing[J]. IEEE Geoscience and Remote Sensing Letters, 2009, 6(2): 297-301.
[12] [12] TAN K, HU J, LI J, et al.. A novel semi-supervised hyperspectral image classification approach based on spatial neighborhood information and classifier combination[J]. ISPRS Journal of Photogrammetry and Remote Sensing, 2015, 105: 19-29.
[13] [13] MOHAN A, SAPIRO G, BOSCH E. Spatially coherent nonlinear dimensionality reduction and segmentation of hyperspectral images[J]. IEEE Geoscience and Remote Sensing Letters, 2007, 4(2): 206-210.
[14] [14] KANG X D, LI S T, BENEDIKTSSON J A. Spectral-Spatial hyperspectral image classification with Edge-Preserving Filtering[J]. IEEE Transactions on Geoscience and Remote Sensing, 2014, 52(5): 2666-2677.
[15] [15] YUAN H L, TANG Y Y, LU Y, et al.. Spectral-Spatial classification of hyperspectral image based on discriminant analysis[J]. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2014, 7(6): 2035-2043.
Get Citation
Copy Citation Text
HUANG Hong, ZHENG Xin-lei. Hyperspectral image classification with combination of weighted spatial-spectral and KNN[J]. Optics and Precision Engineering, 2016, 24(4): 873
Category:
Received: Dec. 15, 2015
Accepted: --
Published Online: Jun. 6, 2016
The Author Email: Hong HUANG (hhuang@cqu.edu.cn)