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JSSC 2020第6期RF & Wireless0.18µm CMOS

A Fully Dynamic Multi-Mode CMOS Vision Sensor With Mixed-Signal Cooperative Motion Sensing and Object Segmentation for Adaptive Edge Computing Xiaopeng Zhong , Student Member , IEEE,M a n - K a yL a w, Senior Member , IEEE

一种低功耗多模式CMOS视觉传感器,支持运动感知、对象分割和全成像三种操作模式。
256 × 216芯片原型,2.36 µW@15帧/秒(MS模式),1.41 µJ/帧(FIM模式)
CMOS视觉传感器混合信号计算低功耗边缘计算多模式
创新点1:混合信号协同帧差与背景减除方案(方法创新) - 提出了一种混合信号协同处理框架,结合帧差法(FD)和背景减除法(BS),显著提升了运动检测的精度,支持不同大小和速度的物体检测,功耗仅为2.36 µW@15fps,帧能耗低至147nJ(FD)和302nJ(BS)。
创新点2:像素和列级可重构混合信号处理(电路创新) - 在像素和列级实现了动态可重构的混合信号处理架构,支持三种工作模式(MS/OS/FIM),通过硬件复用降低了面积开销,同时优化了能效,相比传统数字OS方案节省16%~41%功耗。
创新点3:低功耗与紧凑面积设计(系统创新) - 采用全动态混合信号处理策略,在0.18µm CMOS工艺下实现256×216阵列,OS模式能耗仅1.44~2.04µJ/帧,FIM模式达1.41µJ/帧,面积和能效均优于同类设计。
创新点4:多模式场景自适应切换(系统创新) - 通过硬件级模式重构实现MS→OS→FIM的无缝切换,满足边缘计算中‘始终在线’和场景自适应的需求,显著降低带宽和功耗开销。
Abstract
This article presents a low-power multi-mode CMOS vision sensor with mixed-signal in-sensor computa- tion capabilities targeting the next-generation wireless sens- ing applications. To support the always-on and scene-adaptive edge computing scenarios with low power and low bandwidth, the sensor is reconfigurable for three operation modes, namely: 1) motion sensing (MS); 2) object segmentation (OS); and 3) full imaging (FIM). A mixed-signal cooperative scheme of frame differencing (FD) and background subtraction (BS) is proposed to achieve high-accuracy MS with varying object sizes and speeds. The mixed-signal BS-based OS can minimize both object localizing and imaging efforts for object analysis upon motion triggering, while FIM enables complete scene recording for the identified object of interest. The complete CMOS vision sensor is implemented through reconfigurable and fully dynamic mixed- signal processing at both pixel and column levels cooperatively to achieve low power and compact area. Fabricated in a 0.18- µm CMOS, the 256 × 216 chip prototype achieves the cooperative MS with only 2.36 µW at 15 frames/s, when composed of 14 FD frames (147 nJ/frame) and 1 BS frame (302 nJ/frame). The OS mode consumes 1.44 ∼2.04 µJ/frame at 0% ∼100% object occupancy, linearly corresponding to 41% ∼16% power saving when compared with the conventional digital OS. The FIM mode operates with only 1.41 µJ/frame for complete scene recording. The achieved energy efficiencies for all operation mod