We present a first-of-its-kind ultra-compact intelligent camera system, dubbed i-FlatCam, including a lensless camera with a computational (Comp.) chip. It highlights (1) a predict-then-focus eye tracking pipeline for boosted efficiency without compromising the accuracy, (2) a unified compression scheme for single-chip processing and improved frame rate per second (FPS), and (3) dedicated intra-channel reuse design for depth-wise convolutional layers (DW-CONV) to increase utilization. i-FlatCam demonstrates the first eye tracking pipeline with a lensless camera and achieves 3.16 degrees of accuracy, 253 FPS, 91.49 $\mu$J/Frame, and 6.7mm x 8.9mm x 1.2mm camera form factor, paving the way for next-generation Augmented Reality (AR) and Virtual Reality (VR) devices.
翻译:我们提出了一个首创的超常规智能相机系统,称为i-FlatCam,其中包括一台带有计算(Comp.)芯片的无镜头照相机,其中突出:(1) 一种预测时焦点的眼睛跟踪管道,以便在不损害准确性的情况下提高效率,(2) 单一芯片处理的统一压缩计划,每秒改进框架率,(3) 为深层革命层专门设计的内部再利用设计(DW-CONV),以提高利用率。 i-FlatCam用无镜头照相机展示了第一个眼跟踪管道,实现了3.16度的准确度,253 FPS, 91.49 $mu$J/Frame,6.7毫米x8.9毫米x1.2毫米相机成因子,为下一代增强现实和虚拟真实(VR)装置铺平了道路。