Search Results for author: Brian King

Found 14 papers, 1 papers with code

A Method for Crash Prediction and Avoidance Using Hidden Markov Models

no code implementations22 Dec 2022 Avinash Prabu, Lingxi Li, Brian King, Yaobin Chen

In particular, hidden Markov models are developed for the traffic lanes and speed change of vehicles on highway.

Pedestrian Detection

Compute Cost Amortized Transformer for Streaming ASR

no code implementations5 Jul 2022 Yi Xie, Jonathan Macoskey, Martin Radfar, Feng-Ju Chang, Brian King, Ariya Rastrow, Athanasios Mouchtaris, Grant P. Strimel

We present a streaming, Transformer-based end-to-end automatic speech recognition (ASR) architecture which achieves efficient neural inference through compute cost amortization.

Automatic Speech Recognition Automatic Speech Recognition (ASR) +1

Investigation of Training Label Error Impact on RNN-T

no code implementations1 Dec 2021 I-Fan Chen, Brian King, Jasha Droppo

In this paper, we propose an approach to quantitatively analyze impacts of different training label errors to RNN-T based ASR models.

Warped Dynamic Linear Models for Time Series of Counts

1 code implementation27 Oct 2021 Brian King, Daniel R. Kowal

However, the options for count time series are limited: Gaussian DLMs require continuous data, while Poisson-based alternatives often lack sufficient modeling flexibility.

Time Series Time Series Analysis

CoDERT: Distilling Encoder Representations with Co-learning for Transducer-based Speech Recognition

no code implementations14 Jun 2021 Rupak Vignesh Swaminathan, Brian King, Grant P. Strimel, Jasha Droppo, Athanasios Mouchtaris

We find that tandem training of teacher and student encoders with an inplace encoder distillation outperforms the use of a pre-trained and static teacher transducer.

Knowledge Distillation speech-recognition +1

Do You Listen with One or Two Microphones? A Unified ASR Model for Single and Multi-Channel Audio

no code implementations4 Jun 2021 Gokce Keskin, Minhua Wu, Brian King, Harish Mallidi, Yang Gao, Jasha Droppo, Ariya Rastrow, Roland Maas

An ASR model that operates on both primary and auxiliary data can achieve better accuracy compared to a primary-only solution; and a model that can serve both primary-only (PO) and primary-plus-auxiliary (PPA) modes is highly desirable.

Automatic Speech Recognition Automatic Speech Recognition (ASR) +1

End-to-End Multi-Channel Transformer for Speech Recognition

no code implementations8 Feb 2021 Feng-Ju Chang, Martin Radfar, Athanasios Mouchtaris, Brian King, Siegfried Kunzmann

Transformers are powerful neural architectures that allow integrating different modalities using attention mechanisms.

speech-recognition Speech Recognition

Global Inverse Design Across Multiple Photonic Structure Classes Using Generative Deep Learning

no code implementations31 Dec 2020 Christopher Yeung, Ryan Tsai, Benjamin Pham, Brian King, Yusaku Kawagoe, David Ho, Julia Liang, Aaswath P. Raman

Understanding how nano- or micro-scale structures and material properties can be optimally configured to attain specific functionalities remains a fundamental challenge.


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