Title :
Light field data processor design for depth estimation using confidence-assisted disparities
Author :
Shih-Chieh Fan Chiang ; Po-Hsiang Hsu ; Yi-Chang Lu
Author_Institution :
Grad. Inst. of Electron. Eng., Nat. Taiwan Univ., Taipei, Taiwan
Abstract :
In this paper, we propose a hardware-compatible light field data processing algorithm for depth estimation. This method combines Average Absolute Difference (AAD) technique and a confidence weighted check to calculate disparities between sub-images, from which depths of objects in the scenes can be obtained. We implement the algorithm using both software and hardware approaches. In the hardware design, we reuse the circuit block for 0/90-degree AAD comparison in the first pass, and 45-degree AAD comparison in the second pass to balance hardware complexity and computing speed. The speed-up of more than 12 times can be achieved in the pipelined version.
Keywords :
circuit complexity; parallel processing; pipeline processing; average absolute difference technique; circuit block; computing speed; confidence-assisted disparities; depth estimation; hardware complexity; hardware design; hardware-compatible light field data processing algorithm; pipeline techniques; Abstracts; Calculators; Hardware; Software;
Conference_Titel :
SOC Conference (SOCC), 2013 IEEE 26th International
Conference_Location :
Erlangen
DOI :
10.1109/SOCC.2013.6749673