Time-of-Flight Range Measurement in Low-sensing Environment : Noise Analysis and Complex-domain Non-local Denoising

In this work, we deal with the problem of denoising 3D scene range measurements acquired by Time-of-flight (ToF) range sensors and composed in the form of 2D image-like depth maps. We address the specific case of ToF low-sensing environment (LSE). Such environment is set by low-light sensing conditi...

Ausführliche Beschreibung

Bibliographische Detailangaben
Veröffentlicht in:IEEE transactions on image processing : a publication of the IEEE Signal Processing Society. - 1992. - (2018) vom: 16. Feb.
1. Verfasser: Georgiev, Mihail (VerfasserIn)
Weitere Verfasser: Bregovic, Robert, Gotchev, Atanas
Format: Online-Aufsatz
Sprache:English
Veröffentlicht: 2018
Zugriff auf das übergeordnete Werk:IEEE transactions on image processing : a publication of the IEEE Signal Processing Society
Schlagworte:Journal Article
LEADER 01000caa a22002652 4500
001 NLM286373289
003 DE-627
005 20240229161838.0
007 cr uuu---uuuuu
008 231225s2018 xx |||||o 00| ||eng c
024 7 |a 10.1109/TIP.2018.2807126  |2 doi 
028 5 2 |a pubmed24n1308.xml 
035 |a (DE-627)NLM286373289 
035 |a (NLM)29994785 
040 |a DE-627  |b ger  |c DE-627  |e rakwb 
041 |a eng 
100 1 |a Georgiev, Mihail  |e verfasserin  |4 aut 
245 1 0 |a Time-of-Flight Range Measurement in Low-sensing Environment  |b Noise Analysis and Complex-domain Non-local Denoising 
264 1 |c 2018 
336 |a Text  |b txt  |2 rdacontent 
337 |a ƒaComputermedien  |b c  |2 rdamedia 
338 |a ƒa Online-Ressource  |b cr  |2 rdacarrier 
500 |a Date Revised 27.02.2024 
500 |a published: Print-Electronic 
500 |a Citation Status Publisher 
520 |a In this work, we deal with the problem of denoising 3D scene range measurements acquired by Time-of-flight (ToF) range sensors and composed in the form of 2D image-like depth maps. We address the specific case of ToF low-sensing environment (LSE). Such environment is set by low-light sensing conditions, low-power hardware requirements, and low-reflectivity scenes. We demonstrate that data captured by a device in such mode can be effectively post-processed in order to reach the same measurement accuracy as if the device was working in normal operating mode. In order to achieve this, we first present an elaborated analysis of noise properties of ToF data sensed in LSE and verify the derived noise models by empirical measurements. Then, we develop a related novel non-local denoising approach working in complex domain and demonstrate its superiority against the state of the art for data acquired by an off-the-shelf ToF device 
650 4 |a Journal Article 
700 1 |a Bregovic, Robert  |e verfasserin  |4 aut 
700 1 |a Gotchev, Atanas  |e verfasserin  |4 aut 
773 0 8 |i Enthalten in  |t IEEE transactions on image processing : a publication of the IEEE Signal Processing Society  |d 1992  |g (2018) vom: 16. Feb.  |w (DE-627)NLM09821456X  |x 1941-0042  |7 nnns 
773 1 8 |g year:2018  |g day:16  |g month:02 
856 4 0 |u http://dx.doi.org/10.1109/TIP.2018.2807126  |3 Volltext 
912 |a GBV_USEFLAG_A 
912 |a SYSFLAG_A 
912 |a GBV_NLM 
912 |a GBV_ILN_350 
951 |a AR 
952 |j 2018  |b 16  |c 02