Stability Estimates of LIDAR Range Profile Feature Extraction Techniques under Random Time Shifts

F. .. Baulin, E. V. Buryi
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Abstract

The problem of obtaining time-shift invariant features for the LIDAR range profiles is considered. Techniques under consideration are based on the Fourier transform, complex wavelet transform, and Karhunen-Loeve transform. For each feature extraction technique, a classifier is trained and the resulting recognition error rates are estimated. These error rates are obtained for various widths of the random delay window. The comparison of provided estimates allows selecting a technique adequate to the expected ranges of the random time shift.
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随机时移下激光雷达距离轮廓特征提取技术的稳定性评估
研究了激光雷达距离像的时移不变特征提取问题。考虑的技术是基于傅里叶变换,复小波变换和Karhunen-Loeve变换。对于每种特征提取技术,训练分类器并估计识别错误率。这些错误率是在不同宽度的随机延迟窗口下得到的。通过对所提供估计的比较,可以选择一种适合随机时移预期范围的技术。
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