Title :
Two-in-One Implementation of Noise Reduction and Incline Emendation for Atomic Force Microscopic Images
Author :
Lijun Xu ; Tan, Cheng ; Gong, Liyan ; Zhang, Jian Qiu
Author_Institution :
Sch. of Instrum. Sci. & Opto-Electron. Eng., Beihang Univ., Beijing
Abstract :
Apart from random noise, an atomic force microscopic (AFM) image may also suffer from an inclined plane owing to the in-coincidence between the scanning plane and the sample plane. While the wavelet-shrinkage-based image denoising technique was applied to remove the noise in the AFM image, the least-square-fitting technique was applied to the approximate sub-image so as to emendate the inclined plane. By using this method, the image de-noising and incline emendation can be implemented in parallel. As incline emendation was implemented in the approximate sub-band, the time cost for incline fitting is greatly reduced, and hence the real-time performance of the algorithm is improved. In addition, as the algorithm was implemented by means of wavelet transform, it can be easily combined with the wavelet-based image compression, which is beneficial to in-situ analysis and processing of AFM images. Through experiments, the new method was evaluated by employing an AFM image and the results were given and discussed.
Keywords :
atomic force microscopy; image coding; image denoising; least squares approximations; wavelet transforms; AFM image; atomic force microscopic images; image de-noising; incline emendation; least-square-fitting technique; noise reduction; random noise; wavelet transform; wavelet-based image compression; wavelet-shrinkage-based image denoising technique; Atomic force microscopy; Atomic measurements; Force measurement; Gaussian noise; Image denoising; Noise reduction; Pollution measurement; Wavelet analysis; Wavelet transforms; Working environment noise; Atomic Force Microscope (AFM); Wavelet transform; digital image; least-square-fitting; noise; plane;
Conference_Titel :
Instrumentation and Measurement Technology Conference Proceedings, 2008. IMTC 2008. IEEE
Conference_Location :
Victoria, BC
Print_ISBN :
978-1-4244-1540-3
Electronic_ISBN :
1091-5281
DOI :
10.1109/IMTC.2008.4547047