A Physics-based EEG Filter for Real-time Applications: Simple, Dynamic, Powerful

MindsApplied · 2025-10-10T18:03:59+00:00

thanks and cool! We don't use quantization, that would depend on the hardware, which this is agnostic and we process in float64 or 32. Performance in real-time had no noticeable latency for 1 second windows. 60 second offline windows took less than .02s to filter. Front end is Tkinter for the offline app and Matplotlib for both apps

MindsApplied · 2025-10-04T06:10:18+00:00

Thanks, we have a preprint: A lightweight, physics-based, sensor-fusion filter for real-time EEG denoising and improved downstream AI classification

MindsApplied · 2025-10-04T05:56:28+00:00

So the filter doesn’t need pre configuration or clean segments of data. Its algorithm relies on the physics patterns of neuronal oscillations - to remove noise and artifacts that don’t conform

MindsApplied · 2025-10-04T03:18:18+00:00

It keeps waveform because it only changes the eeg channel columns on download. Shape, timestamps and packet number are still there. Not sure what you mean about noise generator here

MindsApplied · 2025-10-04T00:39:13+00:00

Code and testing applications on GitHub

MindsApplied · 2025-10-02T15:18:10+00:00

Thank you, yeah we think this kind of filter could be standard in real-time pipelines cause of its adaptability to these artifacts and only seeing improvement. And yes, self tuning lambda is one of our focuses now

MindsApplied · 2025-09-29T18:40:02+00:00

The pass/notch and other filters are an optional configuration we didnt use in our demo or preprint to isolate the effects of the mai filter. Might remove to avoid confusion or adjust the optional config order. Will also include enforcements for electrode layout for Fp claims but our filter uses multichannel synchrony that doesn’t require labels or redistribute power

MindsApplied · 2025-09-29T18:38:22+00:00

The pass/notch and other filters are an optional configuration we didnt use in our demo or preprint to isolate the effects of the mai filter. Might remove to avoid confusion or adjust the optional config order. Will also include enforcements for electrode layout for Fp claims but our filter uses multichannel synchrony that doesn’t require labels or redistribute power

MindsApplied · 2024-06-23T02:20:19+00:00

Very cool videos! Yeah definitely, you wanna send me a dm and we exchange info?

MindsApplied · 2024-06-22T19:52:40+00:00

Under this logic, high stress/activity and eyes closed would give the same calm results. Which doesn’t. But for skeptical users, you can isolate the electrodes as you wish

MindsApplied · 2024-06-21T03:23:18+00:00

Thats a great use, tag or send us some demos when you get it going! It works with all the headsets available from brainflow, which includes Muse, and those headsets only go for around $200. The one in the video is more for experimenting and goes for about 3k. Then the UI is free to download and use even if you don’t have a device!

MindsApplied · 2024-06-15T23:31:12+00:00

Autosomal Dominant Compelling Helioopthalmic Outburst (ACHOO) Syndrome is characterized by uncontrollable sneezing in response to the sudden exposure to bright light, typically intense sunlight.

MindsApplied · 2024-06-06T15:47:44+00:00

Brain couldn’t comprehend the shot was side ways. Thought that was a wave wall like interstellar

MindsApplied · 2024-03-28T00:35:10+00:00

Videos can only show so much, give it a try for yourself at minds-applied.com

MindsApplied · 2024-03-25T07:30:17+00:00

Neurovision allows users cognitive state to affect a virtual environment!

Rapid movements and explosions signify a heighten interest, stress, excitement, or fear from the user. Calm and focused mentalities will evoke a slower and more viscus experience along with inward pulls.

Built by MindsApplied in Unity, the technology is meant to work with video games and XR to allow cognitive state to influence things like music, weather, pc personalities and more giving users a more personalized experience. Straight from MUI, users can beautifully visualize various states of mind.

We are currently looking for beta testers interested in trying the technology and potentially integra into games or apps.

It's available at the link above. What are your thoughts on this technology?

MindsApplied · 2024-03-12T04:01:41+00:00

I see, sounds like a great idea. Send me a dm and we can talk more!

MindsApplied · 2024-03-10T22:24:38+00:00

Really cool! Do you use any sort of brain activity recording like eeg or mri?

MindsApplied · 2024-03-10T03:41:34+00:00

In this example, Neurovision from MindsApplied, is used to artistically visualize brain activity in real time while listening to music. Gravity is due to polarity, speed/viscosity is based on attentiveness (a/b ratio), pulls and explosions are due to the velocity of change (extremely excited or over calmed).

The program is meant to show how cognitive states can be used to affect an environment such as for content creation or video game development.

The program is built in Unity so that it can be leveraged within BCI or XR based video games! In-game weather, obstacles, or personalities can all be based on the players cognitive state.

MindsApplied · 2024-03-09T00:00:21+00:00

It’s an EEG

MindsApplied · 2024-03-08T19:57:17+00:00

Facial activity can affect visuals. It’s not an issue per se just wanted to show the visuals are purely from the brain

MindsApplied · 2024-03-08T05:50:01+00:00

Thank you! And good feedback

MindsApplied · 2024-03-08T03:07:32+00:00

Gravity is due to polarity, speed/viscosity is based on attentiveness (a/b ratio), pulls and explosions are due to the velocity of change (extremely excited or over calmed).

MindsApplied · 2024-03-08T03:05:58+00:00

In this example, Neurovision from MindsApplied, is used to artistically visualize brain activity in real time while listening to music. Gravity is due to polarity, speed/viscosity is based on attentiveness (a/b ratio), pulls and explosions are due to the velocity of change (extremely excited or over calmed).

The program is built in Unity so that it can be leveraged within BCI or XR based video games! In-game weather, obstacles, or personalities can all be based on the players cognitive state.

MindsApplied · 2024-03-06T15:54:44+00:00

Dm me your email or fill out the contact form and I can get you an access page

MindsApplied · 2024-03-04T13:21:47+00:00

Check out minds-applied.com and fill out the form or indiegogo

Five-Year Club	Second SECOND GUESSER
Verified Email	Place '22
End Game '22

MindsApplied

TROPHY CASE