4 papers
Do EEG Foundation Models Transfer to Speech? A Benchmark on Overt and Imagined Speech Decoding
Owais Mujtaba Khanday, Mohamed Baha Ben Ticha, Sanae Belfrouh +2
EEG foundation models pretrained on thousands of hours have shown large gains over task-specific networks for motor imagery, seizure detection, sleep staging, and emotion recogniti…
End-to-End Intracortical Speech Decoding from Neural Activity
Owais Mujtaba Khanday, Jose A. Gonzalez-Lopez, Marc Ouellet +2
Current high-performing intracortical speech neuroprostheses achieve low word error rates but typically rely on external language models during inference, increasing memory, comput…
Recreating Neural Activity During Speech Production with Language and Speech Model Embeddings
Owais Mujtaba Khanday, Pablo Rodroguez San Esteban, Zubair Ahmad Lone +2
Understanding how neural activity encodes speech and language production is a fundamental challenge in neuroscience and artificial intelligence. This study investigates whether emb…
NeuroIncept Decoder for High-Fidelity Speech Reconstruction from Neural Activity
Owais Mujtaba Khanday, José L. Pérez-Córdoba, Mohd Yaqub Mir +2
This paper introduces a novel algorithm designed for speech synthesis from neural activity recordings obtained using invasive electroencephalography (EEG) techniques. The proposed…