Title :
De-noising of distance maps sensed by time-of-flight devices in poor sensing environment
Author :
Georgiev, Mihail ; Gotchev, Atanas ; Hannuksela, Miska
Author_Institution :
Tampere Univ. of Technol., Tampere, Finland
Abstract :
We propose a non-local de-noising approach aimed at filtering range data sensed by Photonic Mixer Device sensors. We address specifically the case of poor sensing environment when the reflected signal amplitude is low. In our approach, signal components of phase-delay and amplitude of the sensed signal are regarded as components of a complex-valued variable and processed together in a single step. This imposes better filter adaptivity and similarity weighting. The complex-domain filtering provides additional feedback in the form of improved noise-level confidence, which can be utilized in iterative de-noising schemes. Pre-filtering of individual components is proposed to suppress structural artifacts. Our approach compares favorably with state of the art approaches.
Keywords :
filtering theory; signal denoising; complex-domain filtering; complex-valued variable; distance map denoising; filter adaptivity; filtering range data; individual component prefiltering; iterative denoising schemes; noise-level confidence; nonlocal denoising approach; phase-delay; photonic mixer device sensors; poor sensing environment; reflected signal amplitude; sensed signal amplitude; structural artifact suppression; time-of-flight devices; Measurement uncertainty; Noise; Noise measurement; Noise reduction; Phase measurement; Semiconductor device measurement; Sensors; Non-Local Means; PMD; Time-of-Flight; complex; de-noising; noise confidence; range device;
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2013 IEEE International Conference on
Conference_Location :
Vancouver, BC
DOI :
10.1109/ICASSP.2013.6637908