TinyVLM: Zero-Shot Object Detection on Microcontrollers via Vision-Language Distillation with Matryoshka Embeddings

By: Bibin Wilson

Published: 2026-03-15

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Abstract

TinyVLM enables zero-shot object detection directly on microcontrollers by employing vision-language distillation with Matryoshka embeddings. This significantly pushes the boundaries of edge AI, allowing powerful visual recognition capabilities on highly resource-constrained devices for IoT and embedded applications.

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TinyVLM: Zero-Shot Object Detection on Microcontrollers via Vision-Language Distillation with Matryoshka Embeddings | ArXiv Intelligence