3 papers
eess.SP2025
Learnable Kernels for FRI -- Joint Kernel Encoder Optimization and Hardware Validation
Omkar Nitsure, Sampath Kumar Dondapati, Satish Mulleti
Finite Rate of Innovation (FRI) sampling techniques provide efficient frameworks for reconstructing signals with inherent sparsity at rates below Nyquist. However, traditional FRI…
eess.SP2024
Super-Resolution via Learned Predictor
Sampath Kumar Dondapati, Omkar Nitsure, Satish Mulleti
Frequency estimation from measurements corrupted by noise is a fundamental challenge across numerous engineering and scientific fields. Among the pivotal factors shaping the resolu…
cs.CL2024
Improving Self-supervised Pre-training using Accent-Specific Codebooks
Darshan Prabhu, Abhishek Gupta, Omkar Nitsure +2
Speech accents present a serious challenge to the performance of state-of-the-art end-to-end Automatic Speech Recognition (ASR) systems. Even with self-supervised learning and pre-…