低功耗和实时计算机视觉芯片

Wei Pang, Hantao Huang, F. An, Hao Yu
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引用次数: 0

摘要

芯片上的计算机视觉对于许多新兴应用至关重要,例如需要低功耗和实时图像数据分析的高级驾驶辅助系统(ADAS)。因此,设计一种高吞吐量、低功耗的片上计算机视觉加速器是非常必要的。本文综述了SIFT/SURF等标准计算机视觉算法的ASIC实现方法。第一项工作是基于特征的识别协处理器,峰值功耗为31.5mW,用于实时识别VGA图像。第二项工作是23mW的人脸识别加速器,用于5.5帧/秒的高清图像。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Low-power and real-time computer vision on-chip
Computer vision on chip is critical for many emerging applications such as advanced driver assistance system (ADAS), which requires a low-power and real-time image data analytics. Therefore, designing a computer-vision accelerator on-chip to achieve high throughput as well as low power is greatly needed. This paper reviews how to have ASIC realization of standard computer vision algorithms such as SIFT/SURF. The first work is a feature-based recognition co-processor with peak power consumption of 31.5mW for real-time recognition of VGA images. The second work is a face recognition accelerator with 23mW for 5.5 frame/s HD images.
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