Research Methodology Overview

We utilize advanced signal processing and deep learning for innovative research in movement intention decoding.

Data Collection Process

Synchronized fMRI and EEG data are collected from paralyzed patients performing imagined movement tasks.

A glowing neon sign displaying the letters 'AI' is mounted on a dark, textured wall that resembles a circuit board or technological pattern.
A glowing neon sign displaying the letters 'AI' is mounted on a dark, textured wall that resembles a circuit board or technological pattern.
Preprocessing Techniques

We develop preprocessing pipelines to align different temporal and spatial scales of collected data effectively.

Our novel multi-scale neural architecture decodes intended movements, enhancing accuracy and response time in evaluations.

Evaluation Metrics
A smartphone displaying the OpenAI logo is resting on a laptop keyboard. The phone screen reflects purple and white light patterns, adding a modern and tech-focused ambiance.
A smartphone displaying the OpenAI logo is resting on a laptop keyboard. The phone screen reflects purple and white light patterns, adding a modern and tech-focused ambiance.
A brain is depicted with a smartphone embedded in it, where the phone displays a notification icon with 99+ alerts. Red paint or liquid is dripping from where the phone is inserted, creating a dramatic and intense visual.
A brain is depicted with a smartphone embedded in it, where the phone displays a notification icon with 99+ alerts. Red paint or liquid is dripping from where the phone is inserted, creating a dramatic and intense visual.

Innovative Research Design Methodology

We utilize a multi-stage approach combining signal processing and deep learning to decode intended movements from paralyzed patients using synchronized fMRI and EEG data.

A low-light image featuring a blurred, glowing white Google Bard logo in the background and a clear OpenAI logo with a knot design in the foreground, set against a dark background.
A low-light image featuring a blurred, glowing white Google Bard logo in the background and a clear OpenAI logo with a knot design in the foreground, set against a dark background.
Transformative and groundbreaking research.
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