06 / embedded

Embedded Vision

Edge CV · Low-Cost Sensing

A low-cost edge-vision platform exploring spatial awareness on small MCUs. Intelligence pushed closer to the hardware.

Architecture

MCUESP32-S3 · ESP-DL

AIQuantized · on-device

SenseMono cam · IR depth

FormSub-$30 · open-frame

Trade-offs

DecisionINT8 quantization · 8-bit pipeline

Tradeoff~3% accuracy loss for 10× speed

ConstraintRuns in 280 KB SRAM

Highlights

WhyIntelligence belongs at the edge.

NextMulti-cam stereo · pose.