In 2019,Wisear set out to build neural interfaces that could be integrated into wearables like earphones, giving people a truly hands free and voice free way to control their everyday devices.

Now, as we close this chapter, we’re open-sourcing our work; sharing it with the community to build on, improve, and take further.

How it works

[PH text] Our neural interface use electrodes to detect subtle bioelectrical signals from gestures made by users and our AI identifies it and translates them into digital commands.

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Ready to augment any audio, AR and VR devices. Learn how Wisear transforms your user experience.

Discover the Open Source Wisear Technology

Wisear Technology

Wisear’s neural interface captures bio-electrical signals from invisible facial gestures and processes them end-to-end into robust, calibration-free controls. We’ve open-sourced all that can be shared responsibly.
DISCOVERY

Signal Acquisition

Signal acquisition is the foundation of Wisear’s technology. It relies on high-precision electronic components and their seamless integration to capture bio-electrical activity. This step is critical, as it directly determines the quality and reliability of the data feeding our algorithms

Hardware
• Dry electrodes
• Instrumentation amplifier
• Analog to Digital Converter
Firmware
• Raw signal capture
• On-chip data management
Integration

Data Collection

We acquire signal following protocols that allow us to describe precisely the content of resulting recordings. It allows to label and sort the collected data to enable its usage in our model improvement effort.

Data Science
• Data recording
• Protocol design
• Data visualisation
Software
• Meta database
• Signal object storage
• Data consistency, privacy & security
• Preprocessed data cache
DISCOVERY

Signal Processing

In order to extract relevant information from the raw data harvested by the acquisition chain, the signal is cleaned by our signal processing algorithms. These algorithms are designed to run in memory and computationally constrained environment.

Data Science & Firmware
• Window Slicing
• Filtering
• Normalisation
• Resolution reduction
Integration

Gesture Detection

Gesture detection involves developing compact and robust AI models using processed data. These models are optimised for integration into a real-time, resource-constrained environment.

Firmware
• Real-time Model integration
• Low latency
• Scheduling
• Sliding window approach
Data Science
• Automatic Outlier Detection
• AI Model
• Model evaluation
• Model miniaturisation
Hardware
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Projects

This section presents our open-sourced projects built around our Technology platform. Each project explores a different focus, showing how neural control can be integrated into real-world products and projects. We’ve open-sourced all that can be shared responsibly.

[PH text] Project 1: ExG Miniaturized Platform

Wisear Buds are a demonstration of how Wisear’s technology can be integrated into a wearable device, offering a compact, discreet, and ergonomic platform for facial bio-electrical measurement
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Project 1

Hardware

The device is a pair of wireless earbuds capable of measuring bio-electrical signals from the user. Along with ExG features, it embeds digital audio input and outputs and an Inertial Measurement Unit.

• Comfortable Dry Electrodes
• Analog Front-End
• Inertial Measurement Unit
• Processing Unit
• Bluetooth Audio
Project 1

Firmware

The firmware manages data acquisition and implements Wisear’s custom algorithms into a real-time embedded system, for efficient gesture detection.

• Technical overview
• How to use ?
Project 1

Software

A miniaturized neural-interface unlocking touchless and voiceless controls for everyday users offers many opportunities software-wise.

Home examples of applications developed at Wisear to showcase this new technology.

• Audio/Video Remote Control
• Mobile gaming
• AR gaming
• IoT

[PH text] Project 2: ExG Sensor Module

This section presents our open-sourced projects built around our Technology platform. Each project explores a different focus, showing how neural control can be integrated into real-world products and projects. We’ve open-sourced all that can be shared responsibly.
Hardware
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Project 2

Hardware

Meet Wisear Neural interface. We are building the first technology that enables people to get seamless, voiceless, and touchless controls on their devices.

Project 2

Firmware

Start testing very SOON how Wisear products can change your daily interactions with your smartphone, tablet, or AR/VR headset.

Project 2

Software

Meet Wisear Neural interface. We are building the first technology that enables people to get seamless, voiceless, and touchless controls on their devices.

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