Deep Learning

Exploring how multichannel recordings can be used to estimate source distance and separate sounds based on spatial proximity rather than source type.

Developing source separation models tailored for Indian Art Music (Carnatic), addressing microphone bleed and complex harmonic–percussive interactions to extract instruments such as vocals, mridangam, violin, and ghatam.