DocumentCode :
639053
Title :
Real-time denoising of ToF measurements by spatio-temporal non-local mean filtering
Author :
Georgiev, Mihail ; Gotchev, Atanas ; Hannuksela, Miska
Author_Institution :
Tampere Univ. of Technol., Tampere, Finland
fYear :
2013
fDate :
15-19 July 2013
Firstpage :
1
Lastpage :
6
Abstract :
This work addresses the problem of denoising of range data obtained by ToF continuous signal modulation camera working in low-power mode. The proposed approach is based on non-local mean filtering applied over extensive spatio-temporal block search in complex-valued signal domain. The extensive search allows for using shorter integration times of the range sensors and leads to an effective overcomplete structure suitable for denoising. The filter structure is optimized for real-time operation and achieves O(1) performance for arbitrary patch size by utilizing summed area tables and look-up table data fetching. The experimental results show practically the same performance while compared with state-of-the-art approaches, for greatly improved speed.
Keywords :
filtering theory; image denoising; ToF continuous signal modulation camera; ToF measurements; arbitrary patch size; complex-valued signal domain; filter structure; look-up table data fetching; range data denoising; real-time denoising; spatio-temporal nonlocal mean filtering; summed area tables; time-of-flight; Filtering; Gold; Measurement uncertainty; Noise; Noise measurement; Noise reduction; Sensors; PMD; Photonic Mixer Device; Time-of-Flight; ToF; denoising; integral summed tables; non-local means; range sensor;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Multimedia and Expo Workshops (ICMEW), 2013 IEEE International Conference on
Conference_Location :
San Jose, CA
Type :
conf
DOI :
10.1109/ICMEW.2013.6618384
Filename :
6618384
Link To Document :
بازگشت