Title :
Theoretical Considerations Concerning Pixelwise Temporal Filtering
Author :
Esche, M. ; Tok, M. ; Sikora, Thomas
Author_Institution :
Commun. Syst. Group, Tech. Univ. Berlin, Berlin, Germany
Abstract :
Temporal in loop filters present one possible way to reduce noise introduced in compressed video sequences at low bit rates. Some of these filtering approaches make use of the quantized and generally noisy motion information conveyed in the bit stream generated by the encoder. One key feature of such filters is an adaptive filter length depending on the image content and the quality of the motion field. This paper derives mathematical equations to model the behaviour of one such filter in the presence of noisy motion vectors. The predicted optimal filter lengths are demonstrated to have a global optimum. They also show strong correlation with a real-world implementation of the previously introduced Temporal Trajectory Filter based on the HEVC main profile.
Keywords :
adaptive filters; data compression; image denoising; image motion analysis; image sequences; quantisation (signal); video coding; HEVC main profile; adaptive filter length; bit stream generation; compressed video sequences; encoders; global optimum; image content; low-bit rates; mathematical equations; motion field quality; noise reduction; noisy motion vectors; optimal filter lengths; pixelwise temporal filtering; quantized-noisy motion information; temporal inloop filters; temporal trajectory filter; Correlation; Equations; Mathematical model; Noise; Noise measurement; Trajectory; Vectors; temporal filtering; video compression;
Conference_Titel :
Data Compression Conference (DCC), 2014
Conference_Location :
Snowbird, UT
DOI :
10.1109/DCC.2014.20