activity
20142022
most citedMulti-task Learning for Speaker Verification and Voice Trigger Detection

26 citations · 63 across the 11 of their papers we have counts for

collaborators

15 papers

cs.CL2022

Audio-to-Intent Using Acoustic-Textual Subword Representations from End-to-End ASR

Pranay Dighe, Prateeth Nayak, Oggi Rudovic +3

Accurate prediction of the user intent to interact with a voice assistant (VA) on a device (e.g. on the phone) is critical for achieving naturalistic, engaging, and privacy-centric…

cs.SD2022

Improving Voice Trigger Detection with Metric Learning

Prateeth Nayak, Takuya Higuchi, Anmol Gupta +9

Voice trigger detection is an important task, which enables activating a voice assistant when a target user speaks a keyword phrase. A detector is typically trained on speech data…

eess.AS2022

Device-Directed Speech Detection: Regularization via Distillation for Weakly-Supervised Models

Vineet Garg, Ognjen Rudovic, Pranay Dighe +5

We address the problem of detecting speech directed to a device that does not contain a specific wake-word. Specifically, we focus on audio coming from a touch-based invocation. Mi…

eess.AS2022★ 5 cited

CALM: Contrastive Aligned Audio-Language Multirate and Multimodal Representations

Vin Sachidananda, Shao-Yen Tseng, Erik Marchi +2

Deriving multimodal representations of audio and lexical inputs is a central problem in Natural Language Understanding (NLU). In this paper, we present Contrastive Aligned Audio-La…

eess.AS2021★ 1 cited

Whispered and Lombard Neural Speech Synthesis

Qiong Hu, Tobias Bleisch, Petko Petkov +3

It is desirable for a text-to-speech system to take into account the environment where synthetic speech is presented, and provide appropriate context-dependent output to the user.…

eess.AS2020

Knowledge Transfer for Efficient On-device False Trigger Mitigation

Pranay Dighe, Erik Marchi, Srikanth Vishnubhotla +2

In this paper, we address the task of determining whether a given utterance is directed towards a voice-enabled smart-assistant device or not. An undirected utterance is termed as…