Texture Measurement Through Local Pattern Quantization for SAR Image Classification

被引：0
作者：
Debasish Chakraborty
Dibyendu Dutta
Jaswant Raj Sharma
机构：
[1] RRSC-East (NRSC,
[2] ISRO),undefined
[3] Regional Centres (NRSC,undefined
[4] ISRO),undefined
来源：
Journal of the Indian Society of Remote Sensing | 2016年 / 44卷
关键词：
Image; Texture; Pattern; SAR; Classification; RISAT-1; RISAT-2; Local pattern quantization;
D O I：
暂无
中图分类号：
学科分类号：
摘要：
A novel local pattern based classification algorithm for SAR image is proposed in this paper. The proposed method initially quantizes homogeneous and non-homogeneous patterns within the moving window. An operator is constructed to quantize local patterns. Quantized patterns are then used for measuring texture around the central pixel within the moving window. The ISODATA algorithm is used to classify texture transformed image. The proposed classification method is robust to speckle noise, computationally simple and does not need to set any predefined parameter for classification. The validation of the method is done on RISAT-1 and RISAT-2 data.
引用
收藏
页码：471 / 477
页数：6
相关论文
共 50 条
[1]  
Bernad P(2009)Hierarchical feature-based classification approach for fast and user-interactive SAR image interpretation IEEE Geoscience and Remote Sensing Letters 6 117-121
[2]  
Denise G(1990)Multichannel texture analysis using localized spatial filters IEEE Transactions on Pattern Analysis and Machine Intelligence 12 55-73
[3]  
Réfrégier R(2001)Comparison and fusion of co-occurrence, Gabor, and MRF texture features for classification of SAR sea ice imagery Atmosphere Oceans 39 183-194
[4]  
Bovik AC(2011)Multilevel local pattern histogram for SAR image classification IEEE Geoscience and Remote Sensing Letters 8 225-229
[5]  
Clapk M(2001)Segmentation and classification of vegetated areas using polarimetric SAR image data IEEE Transactions on Geoscience and Remote Sensing 39 321-329
[6]  
Geisler WS(1999)Data clustering: a review ACM Computing Surveys 31 264-323
[7]  
Clausi DA(2011)Spatial-range mean-shift filtering and segmentation applied to SAR images IEEE Transactions on Instrumentation and Measurement 60 584-597
[8]  
Dai D(2005)Operational map-guided classification of SAR sea ice imagery IEEE Transactions on Geoscience and Remote Sensing 43 2940-2951
[9]  
Yang W(2013)Synthetic Aperture Radar payload on-board RISAT-1: configuration, technology and performance Current Science 104 446-461
[10]  
Sun O(2002)Multiresolution gray-scale and rotation invariant texture classification with local binary patterns IEEE Transactions on Pattern Analysis and Machine Intelligence 24 971-987
12345