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A 60fps 496mW multi-object recognition processor with workload-aware dynamic power management

机译:具有工作负载感知动态电源管理功能的60fps 496mW多对象识别处理器

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摘要

An energy efficient object recognition processor is proposed for real-time visual applications. Its energy efficiency is improved by lowering average power consumption while sustaining high frame rate. To this end, the proposed processor features from all levels of chip design. In architecture level, it performs 3-stage task pipelining for high frame rate operation and workload-aware dynamic power management for low power consumption. In block level, energy efficient special purposed engines are employed while software controlled clock gating is exploited for fine-grained clock control. In circuit level, analog-digital mixed design is used to reduce power with the same performance. As a result, the 49mm2 chip in a 0.13mm technology achieves 60fps object recognition for VGA (640x480) input with 496mW power at the supply of 1.2V. It means only 8.2mJ is dissipated per frame, which is 3.2X more energy efficient than the state of the art.
机译:提出了一种用于实时视觉应用的节能对象识别处理器。通过降低平均功耗同时维持高帧速率来提高其能效。为此,所建议的处理器具有所有级别的芯片设计功能。在体系结构级别,它执行3阶段任务流水线化以实现高帧速率操作,并执行可感知工作负载的动态电源管理以降低功耗。在块级,采用了节能专用引擎,而软件控制的时钟门控则用于细粒度的时钟控制。在电路级,模拟数字混合设计用于降低功耗并保持相同的性能。结果,采用0.13mm技术的49mm2芯片可在1.2m电源电压下以496mW的功率实现VGA(640x480)输入的60fps对象识别。这意味着每帧仅消耗8.2mJ的能量,这比现有技术的能源效率高3.2倍。

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