DensePose from WiFi

3 years ago (arxiv.org)

IEEE 802.11bf aims to standardize through-wall motion sensing for Wi-Fi 7 in 2024, https://news.ycombinator.com/item?id=27121918#27133079

  • Sign me up for the security system. This seems like a total game changer if it's possible to do real human detection and tracking in a secure location.

    • I have a weirder utility for it: occupancy sensing in rooms.

      If it can detect breathing of humans reliably, then it solves a huge problem in having home automation with automatic lighting - particularly in bathrooms. I've never had a decent bathroom occupancy sensor (they all end up wanting to detect fairly large motions) - the obvious solution is AI with a camera but for obvious reasons no, but if a couple of base stations can localize person positions to rooms in the house (and provide other services) then that kind of solves the whole issue!

      4 replies →

From the abstract: "This paves the way for low-cost, broadly accessible, and privacy-preserving algorithms for human sensing."

How much do we have to wait for the follow up paper: "Human identification through wifi signals" and then the patent for "Wifi as an identity tracking source for advertisement in public spaces"

Technology advances make me sad those days...

> This paves the way for low-cost, broadly accessible, and privacy-preserving algorithms for human sensing.

Just because this surveillance tech avoids photons with energies accessible to human photoreceptors doesn’t mean it preserves privacy.

Take a look at Figure 10, mind blowing.

This tech will make it into every device with an RF receiver. Your TV, phone, router, computer, tablet, fridge, lightbulb will know your pulse and waste size at all locations in your house.

When we have near-human level deep learning models for things humans can do, what does this level of performance look like when applied to things we can’t do at all? This is a nice example of this.

What kind of measures for privacy can be implemented for this? Technically or regulation wise.

  • Technical defenses are either cat & mouse CSI electronic warfare or shielding the walls+floor+roof+windows of some rooms (e.g. research labs in business, industrial systems, WFH offices, bedrooms) with materials like aluminum radiant barrier, RF window film or expensive drywall (e.g. QuietRock) designed for RF shielding of SCIFs.

    Another defense, impractical for most people, is for their house/office to be physically protected by a tall fence that is far enough away from the building to exceed radio range, along with sensors at the fence to detect someone attempting to broadcast into the property. This could be combined with shielding to reduce the necessary fence-building gap.

    Regulatory responses: some countries could restrict this technology to high-frequency 60Ghz mmWave which doesn't easily pass through walls. That would at least reduce the social issue of X-ray vision (via 2.4Ghz WiFi) through the exterior walls of existing homes and businesses.

    One of the 802.11bf papers proposed an opt-out mechanism where human biometrics could be registered into a giant database and you could ask WiFi devices to unsee some humans. Good luck with that.

    Another regulatory response could be to delay approval of Wi-Fi 7 and shipment of Wi-Fi Sensing devices until the WiFi industry pays to upgrade all existing houses with RF shielding, i.e. never. Maybe it would be sufficient to wait until the homes of celebrities and politicians were RF shielded? Let's not forget IP-sensitive and financial business offices with people typing on keyboards. And using combination locks. And...

    • I wonder how much shielding is actually needed. 2.4 GHz = 12.5 cm wave. A conductive grid with approximately 6cm (or 2") step should prevent the waves from getting inside. Not a very expensive thing to add even to drywall panels. Can also be relatively easily added into fabrics, to make RF-reflective curtains.

  • Some active device equivalent to a mouse jiggler, retransmitting the signal and shifting the phase just enough to create the illusion of constant movement.

  • Regulation wise we can hope the EU forces us to click through accept popups whenever we walk into a room.

Absolutely incredible, the applications of machine learning never cease to amaze me.

Will be an absolute boon for VR.

  • Interesting. Full Body Tracking is one of the few places I can see this getting real end user traction considering how hard it is to do now but a lot of work goes into the pose estimation side and will need to be integrated to the AP. A Modified Microsoft Kinect or Intel Realsense built into their own SoC then it's APIs out to the VR Headset. And at that point it's not just an Access Point anymore.

  • >Will be an absolute boon for VR.

    Ehhh... The latency would need to get lower than camera based systems but it might be useful to some degree.

It doesn't work well if the layout of wifi transceivers it was trained on changes