~/talk

Turning Glasses into Smart Assistants: Open Source Vision Language Models

TalkinSpanishat PyCon US 2025 · 2025-05-16..05-18· [machine-learning]
slides:none on file

Describes retrofitting ordinary eyeglasses into low-cost smart glasses (~$30) by attaching an ESP32-CAM module (~$20) to capture images and running open-source vision-language models (PALIGEM variants). Explains using a 3B-parameter model quantized to 4-bit (~2.6–3 GB) so inference can run on a 4 GB GPU or modest CPUs, and reports live prototypes that handle low-resolution multimodal prompts, sometimes exceeding a closed model on clarity while noting limits like ESP32 heating and resolution-versus-latency tradeoffs.

AI-written summary · about

  1. 0:00Smart glasses with AI
  2. 1:47AI assistance context
  3. 4:17Multimodal AI intro
  4. 7:05Visual language models
  5. 8:28Open vs closed models
  6. 10:13Open Smart Glasses
  7. 11:38Glasses components
  8. 13:05Image processing architecture
  9. 15:56BLM internals
  10. 17:22Model optimization
  11. 19:56Code implementation
  12. 22:04Real-world examples
  13. 25:49Conclusions
  14. 26:53Next steps
  15. 27:55Q&A
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