webmcu-vision-web: WebSerial Interface for Microcontroller Vision ML

Primary Source: https://github.com/webmcu-ai/webmcu-vision-web
Author: webmcu-ai · Year: 2026 · Publisher: webmcu-ai

Summary

A browser-based training and deployment companion connecting to Seeed XIAO ESP32-S3 Sense camera microcontrollers via WebSerial to run on-device TinyML image classification and object detection.

Key Points

  • Zero-install WebSerial connection directly streaming camera buffers and classification confidence from embedded microcontrollers into web apps.
  • In-browser data collection, synthetic augmentation, and model quantization (TFLite Micro).
  • Direct bridge between physical computing hardware and interactive web installations.

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