2 papers
cs.LG2026
On-Device Vision Training, Deployment, and Inference on a Thumb-Sized Microcontroller
Jeremy Ellis
This paper presents a complete, end-to-end on-device vision machine learning pipeline, comprising data acquisition, two-layer CNN training with Adam optimization, and real-time inf…
cs.CV2026
WebSerial Vision Training for Microcontrollers: A Browser-Based Companion to On-Device CNN Training
Jeremy Ellis
This paper presents webmcu-vision-web, a single-file, zero-install browser application for end-to-end TinyML vision model training and deployment on the Seeed Studio XIAO ESP32-S3…