Venkat Rangan, Sandipan Chatterjee - tinyML Venkat FINAL.pdf · .1..createEle.ent( s lul...

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Enabling CV & AI on the edge with milliWattsVenkat Rangan, Sandipan Chatterjee

tinyvision.ai Inc.

Background Vision System on Module Toolchain Flow

Availability

Power plot of SoM acquiring images and keyword detection

Vision FPGA SoM’s are at pre-launch on

IR LED

Pixart PAJ6100

Image Sensor

Lattice

iCE40UP5K

FPGA

Himax HMB010

connectorInvensense

6DoF IMU

0.5 MB Flash

8 MB SRAM

Knowles I2S

Mic3 Color LED

Network Details

https://www.crowdsupply.com/tinyvision-ai/vision-fpga-som

Feature Extractor Training/Validation Keyword Detection Training/Validation

Feature Extractor Weights

G. Chen, C. Parada, and G. Heigold, “Small-footprint Keyword Spotting using Deep Neural Networks,” in Proc. ICASSP,

2014.