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Products that do what A bedside camera detects REM sleep and agrees with a clinical EEG does

I build a device called the INSPEC that detects REM sleep from a bedside infrared camera instead of electrodes. It watches the face under IR light and measures frame-to-frame pixel variance in the eye region. During quiet sleep the face is stable. During REM the eye movements under the lids produce measurable variance, which the device aggregates over time before it flags a REM period. Toss detection, whole-frame motion rejection, and face tracking filter out body movement and out-of-frame periods. After I gave a talk on contactless REM detection, a sleep lab loaned me a clinical-grade EEG…

  1. 1

    A night-vision smart camera that knows when you are dreaming

    Apr 2026 · inspec.me

  2. 2

    A sleep tracking mat by Withings

    2019

  3. 3EM

    Hi everyone, I'm the author of ESPectre. This is an open-source (GPLv3) project that uses Wi-Fi signal analysis to detect motion using CSI data, and it has already garnered almost 2,000 stars in two weeks. Key technical details: - The system does NOT use Machine Learning, it relies purely on Math. — Runs in real-time on a super affordable chip like the ESP32. - It integrates seamlessly with Home Assistant via MQTT.

    Nov 2025 · github.com

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    Remy AI2,172

    Anyone can sleep and recover better

    2024 · apps.apple.com

  5. 5

    Al sleep companion that helps fall asleep without struggle

    May 2026 · launch.naptick.com

  6. 6
    Somno150

    Smart sleep tracker & sleep data analyzer

    2024

  7. 7IM

    Hi HN! I suffered from chronic insomnia for over a year and tried everything from cutting coffee, blocking blue light, to taking melatonin and antihistamine, but couldn’t find anything that worked. I even bought a $500 research-grade EEG device to track my sleep, which was honestly kind of depressing because it showed that I was sleeping less than 4 hours per night for weeks straight. In the day, it took an immense amount of energy for me to perform even the most mundane of tasks, such as doing my laundry or ordering groceries. At night, I felt an overwhelming sense of loneliness and…

    2022 · slumber.one

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    Smart baby monitor that tracks sleep using computer vision

    2016

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    NapBot108

    ML powered sleep tracker for your Apple Watch and iPhone

    2019

  10. 10GT

    Hi! Recently smart-glasses with cameras like the Meta Ray-bans seem to be getting more popular. As does some people's desire to remove/cover up the recording indicator LED. I wanted to see if there's a way to detect when people are recording with these types of glasses, so a little bit ago I started working this project. I've hit a little bit of a wall though so I'm very much open to ideas! I've written a bunch more on the link (+photos are there), but essentially this uses 2 fingerprinting approaches: - retro-reflectivity of the camera sensor by looking at IR reflections. mixed results…

    Nov 2025 · github.com

  11. 11AW
  12. 12

    Tune into your true sleep with Beddr.

    2019

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    Tacet122

    The brain monitor for cognitive health scores

    May 2026 · downloadtacet.com

  14. 14

    Automatically track your sleep each night!

    2016

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    GlowPulse109

    Your Mac's camera is now a heart-rate sensor

    Jun 2026 · glowpulse.cc

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    Interactive cinema for your dreams

    2020

  17. 17

    interactive cinema for dreams

    2022

  18. 18
    Amofit S124

    Wearable for sleep and reducing anxiety

    2022

  19. 19

    AI-powered, personalized insights about your sleep.

    2017

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    A bio-alarm clock that analyzes your sleep pattern

    2014

  21. 21

    EEG powered meditation & sleep support

    2021

  22. 22

    Smart sleep mask using your genetic data to schedule sleep

    2018

  23. 23

    Advanced open-source sleep tracking EEG mask and band.

    2017

  24. 24

    App monitoring sleep with movement, snoring, pulse

    2022

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