Title :
A 33 nJ/vector descriptor generation processor for low-power object recognition
Author :
Dongjoo Shin ; Injoon Hong ; Gyeonghoon Kim ; Hoi-Jun Yoo
Author_Institution :
Dept. of EE, KAIST, Daejeon, South Korea
Abstract :
An energy efficient descriptor generation (DG) processor is proposed for low-power object recognition (OR) processor, it has 3 low-power schemes: descriptor reuse (DR) algorithm, hierarchical pipeline (HP) architecture, and look-up table (LUT)-based nonlinear operation circuits. The DR OR algorithm reuses 58% descriptors from the previous frame. The HP employs upper 3-stage keypoint-level pipeline with lower 4-stage fine-grained pixel-level pipeline for the high pipeline utilization. The LUT-based nonlinear operations enhance the energy efficiency. The chip is implemented in a 65nm CMOS process, and it shows average 5 mW power consumption and up to 33 nJ/vector energy efficiency. As a result, 21.6 times higher energy efficiency and 3.5 times higher area efficiency can be achieved compared to the state-of-the-art OR processor.
Keywords :
CMOS integrated circuits; low-power electronics; microprocessor chips; object recognition; table lookup; 3-stage keypoint-level pipeline; 4-stage fine-grained pixel-level pipeline; CMOS process; descriptor reuse algorithm; energy efficient descriptor generation processor; hierarchical pipeline architecture; high pipeline utilization; look-up table; low-power object recognition; nonlinear operation circuits; size 65 nm; Algorithm design and analysis; Energy efficiency; Object recognition; Pipelines; Power demand; Table lookup; Very large scale integration;
Conference_Titel :
VLSI Circuits (VLSI Circuits), 2015 Symposium on
Conference_Location :
Kyoto
Print_ISBN :
978-4-86348-502-0
DOI :
10.1109/VLSIC.2015.7231324