通过智能抑制无效光子,让单光子相机省电超90%。
Photon Inhibition for Energy-Efficient Single-Photon Imaging
- 根据任务需求动态关闭部分像素,只捕获关键光子。
- 仿真与实测均显示检测量减少超90%且任务性能不变。
- 适合低功耗成像、高速运动场景的科研与工程应用。
单光子相机(SPCs)在极低光照、高动态范围和快速运动等挑战性成像场景中表现出色。基于单光子雪崩二极管(SPAD)的SPC通过雪崩效应探测单个光子,可重建复杂场景信息。但每次光子探测消耗能量远高于CMOS相机,极大限制了传感器分辨率与普及。本文提出计算成像方法「光子抑制」(photon inhibition),根据下游任务目标与资源约束,动态分配空间与时间上的探测行为。设计轻量级片上抑制策略,利用历史光子数据实时关闭非关键像素,以选择更具信息量的未来光子。以图像重建与边缘检测为例,仿真与真实SPC数据验证表明,光子检测量降低超过90%,同时保持任务性能。本工作重新思考「应检测哪些光子」,为未来低功耗单光子成像开辟路径。
原文摘要 · Abstract (English)
Single-photon cameras (SPCs) are emerging as sensors of choice for various challenging imaging applications. One class of SPCs based on the single-photon avalanche diode (SPAD) detects individual photons using an avalanche process; the raw photon data can then be processed to extract scene information under extremely low light, high dynamic range, and rapid motion. Yet, single-photon sensitivity in SPADs comes at a cost -- each photon detection consumes more energy than that of a CMOS camera. This avalanche power significantly limits sensor resolution and could restrict widespread adoption of SPAD-based SPCs. We propose a computational-imaging approach called \emph{photon inhibition} to address this challenge. Photon inhibition strategically allocates detections in space and time based on downstream inference task goals and resource constraints. We develop lightweight, on-sensor computational inhibition policies that use past photon data to disable SPAD pixels in real-time, to select the most informative future photons. As case studies, we design policies tailored for image reconstruction and edge detection, and demonstrate, both via simulations and real SPC captured data, considerable reduction in photon detections (over 90\% of photons) while maintaining task performance metrics. Our work raises the question of ``which photons should be detected?'', and paves the way for future energy-efficient single-photon imaging.
Thank you to arXiv for use of its open access interoperability. PaperDance 不是 arXiv 官方产品;中文卡片由大模型生成,请以原文为准。