#neuralnet — Public Fediverse posts
Live and recent posts from across the Fediverse tagged #neuralnet, aggregated by home.social.
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Geting 6DOF with older 3DOF XR glasses
Video: How to get 6DOF with older 3DOF XR glasses using Breezy and OpenTrackBreezy can now turn a 3DOF (degree of freedom) device into a 6DOF device by augmenting the missing positional data from a webcam. Spoiler! It is not the cam strapped to my face – this is just for the demo you can watch here, on PeerTube or YouTube.
The cam, that I used for this task, is sitting on my monitor. How this works? Well not with magic! This requires a somewhat decent webcam – really anything from the last decade should suffice – and OpenTrack, of course.
OpenTrack is a head-tracking application with multiple tracker plugins. One of it’s plugins is the Neuralnet Tracker, an AI powered extension that comes with a bunch of different head pose models to choose from. With a webcam connected this can now locally run the detection model with very low latency – so it’s usually blazing fast on most systems!
This alone is already 6DOF and is used a lot for gaming already – so what does Breezy do with this? Simple! It reads the forwarded data via an UDP listener, a very quick way to transmit data on a local network or system [and complements it’s own rotational data with the missing positional data].
With this a Breezy user still gets the rotational data from the XR’s very sensitive IMU, that is short for Inertial Measurement Unit btw, and the not so important positional data sent from OpenTrack.
This works of course only while the webcam can still see the user. So sadly no walking around while using this.
And the best thing? It can also send the data back! This means that the very same combined values can be forwarded – e.g. to a computer game – benefiting from the best available data sources for rotation and position.
That’s not the main use case, of course, and only of importance for some nerds like myself. This is mostly relevant for the productivity features of Breezy, because sometimes a text may be too small to read with the glasses on. We do no longer have to increase the font size – we can now simply lean in! That is a feature that is usually only available with glasses, that come with little cameras of their own, so they can have native 6DOF support. And when I say native I mean that such glasses usually also outsource exactly this calculation to the connected computer. It’s my understanding that this seems to require a lot of computation power, which is something many XR users with the more modern devices complain about.
Well not so much with OpenTrack and the Neuralnet tracker, that utilizes the ONNX runtime under the hood. That’s a high-performance, cross-platform engine to power exactly such models locally. The runtime automatically makes use of the best available hardware acceleration, if there is any.
Overall I’m rather hyped about this feature – especially because I’m using the OpenTrack output option of Breezy for quite some time now, to get a VR like experience with stereoscopic 3D rendering in Side-By-Side mode. I can now keep using my older XR glasses and still enjoy this more modern 6DOF feature. This is rather expensive hardware after all.
And all that on Linux PC!
Breezy xr_driver: https://github.com/wheaney/breezy-desktop by https://www.youtube.com/@WayneHeaney
Official Announcement XR desktop with 6DoF + multiple displays: https://www.youtube.com/watch?v=eFLmjpjF-rA
Music “Life’s Worth Dying For” CC BY-SA 3.0 “LostDrone”. Licensed to the public under https://creativecommons.org/licenses/by-sa/3.0/ Verify at https://soundcloud.com/lostdrone/rock-lostdrone-lifes-worth-dying-for-free-download-and-creative-commons-license
This content is licensed under a Creative Commons Attribution 4.0 International license.
https://beko.famkos.net/2026/02/06/geting-6dof-with-older-3dof-xr-glasses/
#3DOF #6DoF #AR #Breezy #gaming #Neuralnet #opentrack #Viture #ViturePro #VR #XR
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Geting 6DOF with older 3DOF XR glasses
Video: How to get 6DOF with older 3DOF XR glasses using Breezy and OpenTrackBreezy can now turn a 3DOF (degree of freedom) device into a 6DOF device by augmenting the missing positional data from a webcam. Spoiler! It is not the cam strapped to my face – this is just for the demo you can watch here, on PeerTube or YouTube.
The cam, that I used for this task, is sitting on my monitor. How this works? Well not with magic! This requires a somewhat decent webcam – really anything from the last decade should suffice – and OpenTrack, of course.
OpenTrack is a head-tracking application with multiple tracker plugins. One of it’s plugins is the Neuralnet Tracker, an AI powered extension that comes with a bunch of different head pose models to choose from. With a webcam connected this can now locally run the detection model with very low latency – so it’s usually blazing fast on most systems!
This alone is already 6DOF and is used a lot for gaming already – so what does Breezy do with this? Simple! It reads the forwarded data via an UDP listener, a very quick way to transmit data on a local network or system [and complements it’s own rotational data with the missing positional data].
With this a Breezy user still gets the rotational data from the XR’s very sensitive IMU, that is short for Inertial Measurement Unit btw, and the not so important positional data sent from OpenTrack.
This works of course only while the webcam can still see the user. So sadly no walking around while using this.
And the best thing? It can also send the data back! This means that the very same combined values can be forwarded – e.g. to a computer game – benefiting from the best available data sources for rotation and position.
That’s not the main use case, of course, and only of importance for some nerds like myself. This is mostly relevant for the productivity features of Breezy, because sometimes a text may be too small to read with the glasses on. We do no longer have to increase the font size – we can now simply lean in! That is a feature that is usually only available with glasses, that come with little cameras of their own, so they can have native 6DOF support. And when I say native I mean that such glasses usually also outsource exactly this calculation to the connected computer. It’s my understanding that this seems to require a lot of computation power, which is something many XR users with the more modern devices complain about.
Well not so much with OpenTrack and the Neuralnet tracker, that utilizes the ONNX runtime under the hood. That’s a high-performance, cross-platform engine to power exactly such models locally. The runtime automatically makes use of the best available hardware acceleration, if there is any.
Overall I’m rather hyped about this feature – especially because I’m using the OpenTrack output option of Breezy for quite some time now, to get a VR like experience with stereoscopic 3D rendering in Side-By-Side mode. I can now keep using my older XR glasses and still enjoy this more modern 6DOF feature. This is rather expensive hardware after all.
And all that on Linux PC!
Breezy xr_driver: https://github.com/wheaney/breezy-desktop by https://www.youtube.com/@WayneHeaney
Official Announcement XR desktop with 6DoF + multiple displays: https://www.youtube.com/watch?v=eFLmjpjF-rA
Music “Life’s Worth Dying For” CC BY-SA 3.0 “LostDrone”. Licensed to the public under https://creativecommons.org/licenses/by-sa/3.0/ Verify at https://soundcloud.com/lostdrone/rock-lostdrone-lifes-worth-dying-for-free-download-and-creative-commons-license
This content is licensed under a Creative Commons Attribution 4.0 International license.
https://beko.famkos.net/2026/02/06/geting-6dof-with-older-3dof-xr-glasses/
#3DOF #6DoF #AR #Breezy #gaming #Neuralnet #opentrack #Viture #ViturePro #VR #XR
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Dunno if you heard of #BeamEyeTracker before. It's positioning itself next to #Tobii but uses just a webcam and #Opentrack, so probably just #Neuralnet tracker on steroids - but I'd still appreciate if you could chime in for a #Linux build at https://steamcommunity.com/app/2375780/discussions/0/4757578278664103829/ too as it seems to be read by the dev|s.
#LinuxGaming #GamingOnLinux #HeadTracker #HeadTracking #TrackIR
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Dunno if you heard of #BeamEyeTracker before. It's positioning itself next to #Tobii but uses just a webcam and #Opentrack, so probably just #Neuralnet tracker on steroids - but I'd still appreciate if you could chime in for a #Linux build at https://steamcommunity.com/app/2375780/discussions/0/4757578278664103829/ too as it seems to be read by the dev|s.
#LinuxGaming #GamingOnLinux #HeadTracker #HeadTracking #TrackIR
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It has been a while that I tried #StarCitizen. With the new #Neuralnet Tracker plugin (AI haha) for #OpenTrack we get head tracking without annoying IR LEDs or reflecting stripes just by reading the webcam video feed. This is apparently fast enough to try #headTracking without a dedicated #headTracker nowadays. And all that on a #Linux PC. Took some fiddling but the concept still works. What a time to be alive.
Demo: https://makertube.net/w/groS1wpAhP8XYE75vJwX32
HowTo: https://simpit.dev/systems/opentrack/
https://beko.famkos.net/2024/09/02/15629325/
#gaming #headtracker #Headtracking #linux #Neuralnet #opentrack #StarCitizen
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It has been a while that I tried #StarCitizen. With the new #Neuralnet Tracker plugin (AI haha) for #OpenTrack we get head tracking without annoying IR LEDs or reflecting stripes just by reading the webcam video feed. This is apparently fast enough to try #headTracking without a dedicated #headTracker nowadays. And all that on a #Linux PC. Took some fiddling but the concept still works. What a time to be alive.
Demo: https://makertube.net/w/groS1wpAhP8XYE75vJwX32
HowTo: https://simpit.dev/systems/opentrack/
https://beko.famkos.net/2024/09/02/15629325/
#gaming #headtracker #Headtracking #linux #Neuralnet #opentrack #StarCitizen
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Updated https://simpit.dev/ - home of the Space Pew Pew #SimPit inspired by a VF-1 Valkyrie cockpit (#Macross)
That's a glorified #DIY joystick controller with an LCD ('MFD') and plenty of RGB for my #Linux PC
Newest additions are my videos for #X4Foundations, #EliteDangerous and #FlightOfNova (all also on https://makertube.net/a/bekopharm) and instructions how to compile #OpenTrack with the #neuralnet tracker using #ONNX runtime.
Best viewed WITH an ad-blocker and patience (slow).
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Updated https://simpit.dev/ - home of the Space Pew Pew #SimPit inspired by a VF-1 Valkyrie cockpit (#Macross)
That's a glorified #DIY joystick controller with an LCD ('MFD') and plenty of RGB for my #Linux PC
Newest additions are my videos for #X4Foundations, #EliteDangerous and #FlightOfNova (all also on https://makertube.net/a/bekopharm) and instructions how to compile #OpenTrack with the #neuralnet tracker using #ONNX runtime.
Best viewed WITH an ad-blocker and patience (slow).
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Creating training data for the neural net that will enable visual search in #TinyUX.
About 220 icons, 100 drawings / icon.
I've been doing this for many many hours in the evening while watching a football match or something.
I don't know if the feature will be used much, but wanted to get experience in embedding a neural net in an app that was actually used. Not just a demo.
Https://tinyux.app for more about the app.
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Micrograd is very simple, only fully connected layers. So first trying to find out if it can even learn numbers based on MNIST dataset.
Then I hope to at least be able to verfit, so the essence works. Then I'll have the challenge of trying to make it work for every icon in the app.
Presumably I have to create/generate a huge set of icon images to train on..
#ux #micrograd #reactNative #MLP #MNIST #TinyUX #Karpathy #ai #NeuralNet
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#ChatGPT: in what ways can you improve your own #neuralnet #architecture ?
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#ChatGPT: in what ways can you improve your own #neuralnet #architecture ?
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Rain Demonstrates AI Training on Analog Chip
https://www.eetimes.com/rain-demonstrates-ai-training-on-analog-chip/
#analog #continuum #continuity #Neuromorphics #Memristor #neuralnetwork #AI #neuralnet
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Sony trains “superhuman” AI to race in Gran Turismo - Enlarge / Sony AI has trained a new AI called GT Sophy to be extremely ... - https://arstechnica.com/?p=1832706 #granturismosport #machinelearning #gaming&culture #granturismo #neuralnet #e-sports #science #sonyai #cars #sony #ai
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Macht Figur mit PoseNet und ml5.neural Network (Teil 3)
Natürlich kann ich Euch nicht ins Wochenende entlassen, ohne Euch ein lehrreiches Video vorzuschlagen. Dank Daniel Shiffman brauchte ich auch nicht lange zu suchen, denn er setzt mit obigen Video seine Tutorial-Reihe über PoseNet, P5.js und ml5.js fort. Ich selber habe das Video auch noch nicht gesehen, aber ich hoffe, er macht darin eine gute Figur. 🤓 http://blog.schockwellenreiter.de/2020/01/2020012402.html #PoseNt #ml5 #NeuralNet #ML
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CW: Neural net imagery, probably bad for trypophobics
The MIT Places neural net middle layers produce this eerie combination of architectural stillness and whirling speed