Rhythm Formant Analysis for Automatic Depression Classification. - Kumar Kaustubh; Parismita Gogoi; S. R. M. Prasanna (SPECOM (1), 2023)

Depression Classification Using Log-Mel Spectrograms: A Comparative Analysis of Window Size-Based Data Augmentation and Deep Learning Models. - Lokesh Kumar; Kumar Kaustubh; Shashaank Aswatha Mattur; S. R. Mahadeva Prasanna (O-COCOSDA, 2024)

Depression Classification Using Token Merging-Based Speech Spectrotemporal Transformer. - Lokesh Kumar; Kumar Kaustubh; S. R. Mahadeva Prasanna (SPECOM (1), 2024)

EEG-ViLSTM: A Deep Learning Approach for Depression Detection Using EEG Signals. - Lokesh Kumar; Kumar Kaustubh; Tonmoy Rajkhowa; Shashaank Aswatha Mattur (NCC, 2025)