2 papers
cs.SD2025
Finite Scalar Quantization Enables Redundant and Transmission-Robust Neural Audio Compression at Low Bit-rates
Harry Julian, Rachel Beeson, Lohith Konathala +2
Neural Audio Codecs (NACs) have become increasingly adopted in speech processing tasks due to their excellent rate-distortion performance and compatibility with Large Language Mode…
eess.IV2023
Bayesian Neural Networks for 2D MRI Segmentation
Lohith Konathala
Uncertainty quantification is vital for safety-critical Deep Learning applications like medical image segmentation. We introduce BA U-Net, an uncertainty-aware model for MRI segmen…