“Cost-efficient, High-quality AI for Consumer-grade Smart Home Cameras,” a Presentation from Wyze
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Wyze is a technology company focused on making high-quality AI accessible for consumer-grade smart home cameras, providing affordable security solutions integrated within their app. Their AI platform utilizes user feedback for continuous improvement and employs advanced model compression and few-shot learning for enhanced detection capabilities. Wyze aims to redefine home security and convenience through its innovative 'Copilot' service and edge-cloud collaboration.
“Cost-efficient, High-quality AI for Consumer-grade Smart Home Cameras,” a Presentation from Wyze
- 1. Cost-Efficient, High-Quality AI for Consumer-Grade Smart Home Cameras Dr. Lin Chen Chief Scientist Wyze Make Great Technology Accessible to Everyone!
- 2. • About Wyze • From detecting people to detecting anything • Camera as security sensors for home security system • Make it affordable • Wyze Copilot and beyond Agenda 2 © 2024 Wyze Labs, Inc.
- 3. • About Wyze • From detecting people to detecting anything • Camera as security sensors for home security system • Make it affordable • Wyze Copilot and beyond Agenda 3 © 2024 Wyze Labs, Inc.
- 4. • Founded on July 19, 2017. Headquartered in Seattle, WA • Our Mission • Make great technology accessible to everyone • Our Vision • Wyze is a trusted video AI platform that makes life more convenient, fulfilling and joyful • Our Founding Values • Provide "Too Good To Be True" value • Be friends with our users About Wyze 4 © 2024 Wyze Labs, Inc. Wyze Cam v1 with $19.99 in 2017
- 5. #CapturedOnWyzeCam and Greatest Hits 5 © 2024 Wyze Labs, Inc.
- 6. Wyze Cam Family 6 © 2024 Wyze Labs, Inc.
- 7. Wyze Services Protect What Matters 7 © 2024 Wyze Labs, Inc.
- 8. Wyze Services Protect What Matters 8 © 2024 Wyze Labs, Inc.
- 9. • About Wyze • From detecting people to detecting anything • Camera as security sensors for home security system • Make it affordable • Wyze Copilot and beyond Agenda 9 © 2024 Wyze Labs, Inc.
- 10. The Evolution of Wyze Person Detection 10 © 2024 Wyze Labs, Inc. State-of-the-art open- source model on Wyze data • Domain data • Proprietary models • Model compression smaller and faster model State-of-the-art open source model on Wyze data • Domain data • Proprietary models • Model compression smaller and faster model AP vs. Date 2020 2024
- 11. Wyze AI Flywheel 11 © 2024 Wyze Labs, Inc. Service Updated model will be automatically deployed to answer feedback and keep improving User Feedback Users are actively giving us feedback on our services Model AI model semi- automatically updates with user feedback Customer- centric
- 12. Expand to More Categories 12 © 2024 Wyze Labs, Inc.
- 13. Adding More Categories Becomes Challenging 13 © 2024 Wyze Labs, Inc. TrashCan OnStreet GarageFull Person Face Vehicle Pet Package Coke Lightsaber The world is long-tail • Infeasible to exhaust categories • Categories are specific to scenes • Categories vary across users
- 14. • First consumer-grade AI platform engineered to democratize AI model building • Powered by few-shot learning with just a few examples of what you want to detect • Explicit user feedback is used to improve the model, e.g., by adding more examples. Automatic approach can increase the usability • Currently, running on cloud only. It is an interesting topic to develop a hybrid model using edge, cloud, and app • It is seamlessly integrated within the Wyze App and requires nothing more than a Wyze Cam Wyze Smart Vision - Solving the Long-tail Problem 14 © 2024 Wyze Labs, Inc.
- 15. Demo: Smart Vision in Action 15 © 2024 Wyze Labs, Inc.
- 16. • About Wyze • From detecting people to detecting anything • Camera as security sensors for home security system • Make it affordable • Wyze Copilot and beyond Agenda 16 © 2024 Wyze Labs, Inc.
- 17. • False alarm: lots of movements can trigger motion sensors • Lack of context: you can hardly tell what triggered the motion Motion Sensors are Literally “Blind" and Cannot Really “See" 17 © 2024 Wyze Labs, Inc.
- 18. • Person detection is more precise to set off the alarm • Video provides better context for human verification • It is also more intuitive to install, as you can see what exactly the camera is “seeing” AI-Powered Camera as “Super Sensor" 18 © 2024 Wyze Labs, Inc.
- 19. First consumer-grade professional monitoring service with human-in-the-loop video verification Cameras as “Super Sensors” 19 © 2024 Wyze Labs, Inc. Person Detected Human-in-the-loop video verification Dismiss or Trigger Alarm
- 20. • About Wyze • From detecting people to detecting anything • Camera as security sensors for home security system • Make it affordable • Wyze Copilot and beyond Agenda 20 © 2024 Wyze Labs, Inc.
- 21. • Highly optimized cloud models • Highly optimized on edge models • Edge-cloud collaboration Make the Impossible Combination Possible! 21 © 2024 Wyze Labs, Inc. 15,000-Year Monthly Video Duration $2.99 Monthly Subscription 1.5 ms Inference Latency
- 22. • About Wyze • From detecting people to detecting anything • Camera as security sensors for home security system • Make it affordable • Wyze Copilot and beyond Agenda 22 © 2024 Wyze Labs, Inc.
- 23. A smart, convenient, reliable, personalized, trustworthy, always-on assistant for every family Wyze Copilot 23 © 2024 Wyze Labs, Inc.
- 24. Demo: Wyze Copilot 24 © 2024 Wyze Labs, Inc.
- 25. • Wyze AI flywheel sets the mechanism to continuous evolve Wyze AI with user feedback • Wyze Smart Vision allows users to build their own AI skills with Wyze Cam at ease • Edge-Cloud Collaboration with highly optimized Cloud AI and Edge AI provides the “too good to be true” value: best-in-class accuracy with very affordable cost • Large multi-modal foundation models are going to revolutionize video security and smart home experience Conclusion & Takeaways 25 © 2024 Wyze Labs, Inc.
- 26. Thank You! 26 © 2024 Wyze Labs, Inc. We are hiring! wyze.com/careers