Title :
Time-of-flight depth image denoising using prior noise information
Author :
Edeler, T. ; Ohliger, K. ; Hussmann, S. ; Mertins, A.
Author_Institution :
Westcoast Univ. of Appl. Sci. (FHW), Heide, Germany
Abstract :
In this paper, we propose a novel way of using time-of-flight camera depth and amplitude images to reduce the noise in depth images with prior knowledge of spatial noise distribution, which is correlated with the incident light falling on each pixel. The denoising is done in wavelet space and the influence and implications of the extended noise model to wavelet space and common denoising methods are shown.
Keywords :
image denoising; amplitude image; incident light; prior noise information; spatial noise distribution; time-of-flight camera depth; time-of-flight depth image denoising; wavelet space; Cameras; Multiresolution analysis; Noise reduction; PSNR; Pixel; Wavelet transforms; Denoising; Non-Local-Means; Time-Of-Flight; Wavelet;
Conference_Titel :
Signal Processing (ICSP), 2010 IEEE 10th International Conference on
Conference_Location :
Beijing
Print_ISBN :
978-1-4244-5897-4
DOI :
10.1109/ICOSP.2010.5656819