Turning Whisper into Real-Time Transcription System

07/27/2023
by   Dominik Macháček, et al.
0

Whisper is one of the recent state-of-the-art multilingual speech recognition and translation models, however, it is not designed for real time transcription. In this paper, we build on top of Whisper and create Whisper-Streaming, an implementation of real-time speech transcription and translation of Whisper-like models. Whisper-Streaming uses local agreement policy with self-adaptive latency to enable streaming transcription. We show that Whisper-Streaming achieves high quality and 3.3 seconds latency on unsegmented long-form speech transcription test set, and we demonstrate its robustness and practical usability as a component in live transcription service at a multilingual conference.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
08/29/2019

Two-Pass End-to-End Speech Recognition

The requirements for many applications of state-of-the-art speech recogn...
research
11/04/2022

A Weakly-Supervised Streaming Multilingual Speech Model with Truly Zero-Shot Capability

In this paper, we introduce our work of building a Streaming Multilingua...
research
05/02/2022

Teaching BERT to Wait: Balancing Accuracy and Latency for Streaming Disfluency Detection

In modern interactive speech-based systems, speech is consumed and trans...
research
04/01/2021

Multi-rate attention architecture for fast streamable Text-to-speech spectrum modeling

Typical high quality text-to-speech (TTS) systems today use a two-stage ...
research
03/01/2022

Real time spectrogram inversion on mobile phone

With the growth of computing power on mobile phones and privacy concerns...
research
08/12/2022

RealityTalk: Real-Time Speech-Driven Augmented Presentation for AR Live Storytelling

We present RealityTalk, a system that augments real-time live presentati...
research
09/29/2020

Performance of AV1 Real-Time Mode

With COVID-19, the interest for digital interactions has raised, putting...

Please sign up or login with your details

Forgot password? Click here to reset