Research
Publications
- EinsteinPy: A Community Python Package for General Relativity, Astrophysics Source Code Library, Bapat S., et. al.
- Cross-Geography Generalization of Machine Learning Methods for Classification of Flooded Regions in Aerial Images, Arxiv, Sushant L. et. al.
- Music Emotion Recognition Using CNN-LSTM Architecture With Hybrid Spectral - Temporal Audio Feature Vector, IEEE Access, Pratyush K., et al. (under review)
- Multiclass Classification and Verification of Online Signatures, Research project under Dr. Ramya S., Presented as
part of Industrial Training at Manipal Institute of Technology. (A+ Grade)
Research Projects
Active Projects
- Autonomous Indoor Navigation
- Comparative Study of Decision Transformer with Online Reinforcement Learning Methods for Autonomous Indoor
Navigation.
Past Projects
- Music Emotion Recognition Using Hybrid Spectral - Temporal Feature Vector
- Built a music emotion classification system based on Russell’s two-dimensional valence-arousal model using hybrid
Convolutional Neural Network and Long Short Term Memory architectures.
- Extracted a hybrid spectral-temporal feature vector involving audio fingerprints for training the model.
- Multiclass Classification and Verification of Online Signatures
- Developed a robust signature verification tool that uses time-series data to detect forged signatures and classify signature owners using SVM.
- Improved model efficiency by reducing the feature dimension using the Ramer-Douglas-Peucker sampling algorithm.