A Camera That CNN: Towards Embedded Neural Networks on Pixel Processor Arrays

Laurie N Bose, Jianing Chen, Stephen J. Carey, Piotr Dudek, Walterio W Mayol-Cuevas

Research output: Contribution to conferenceConference Paper

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Abstract

We present a convolutional neural network implementation for pixel processor array (PPA) sensors. PPA hardware consists of a fine-grained array of general-purpose processing elements, each capable of light capture, data storage, program execution, and communication with neighbouring elements. This allows images to be stored and manipulated directly at the point of light capture, rather than having to transfer images to external processing hardware. Our CNN approach divides this array up into 4x4 blocks of processing elements, essentially trading-off image resolution for increased local memory capacity per 4x4 ”pixel”. We implement parallel operations for image addition, subtraction and bit-shifting images in this 4x4 block format. Using these components we formulate how to perform ternary weight convolutions upon these images, compactly store results of such convolutions, perform max-pooling, and transfer the resulting sub-sampled data to an attached micro-controller. We train ternary weight filter CNNs for digit recognition and a simple tracking task, and demonstrate inference of these networks upon the SCAMP5 PPA system. This work represents a first step towards embedding neural network processing capability directly onto the focal plane of a sensor.
Original languageEnglish
Number of pages10
Publication statusPublished - 2 Nov 2019
EventIEEE/CVF International Conference on Computer Vision (ICCV) 2019 - Korea, Seoul
Duration: 27 Oct 20192 Nov 2019

Conference

ConferenceIEEE/CVF International Conference on Computer Vision (ICCV) 2019
CitySeoul
Period27/10/192/11/19

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    Bose, L. N., Chen, J., Carey, S. J., Dudek, P., & Mayol-Cuevas, W. W. (2019). A Camera That CNN: Towards Embedded Neural Networks on Pixel Processor Arrays. Paper presented at IEEE/CVF International Conference on Computer Vision (ICCV) 2019, Seoul, .