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A review of deep learning techniques for speech processing
The field of speech processing has undergone a transformative shift with the advent of deep
learning. The use of multiple processing layers has enabled the creation of models capable …
learning. The use of multiple processing layers has enabled the creation of models capable …
Self-supervised learning for videos: A survey
The remarkable success of deep learning in various domains relies on the availability of
large-scale annotated datasets. However, obtaining annotations is expensive and requires …
large-scale annotated datasets. However, obtaining annotations is expensive and requires …
Vasa-1: Lifelike audio-driven talking faces generated in real time
We introduce VASA, a framework for generating lifelike talking faces with appealing visual
affective skills (VAS) given a single static image and a speech audio clip. Our premiere …
affective skills (VAS) given a single static image and a speech audio clip. Our premiere …
Wavlm: Large-scale self-supervised pre-training for full stack speech processing
Self-supervised learning (SSL) achieves great success in speech recognition, while limited
exploration has been attempted for other speech processing tasks. As speech signal …
exploration has been attempted for other speech processing tasks. As speech signal …
Ego4d: Around the world in 3,000 hours of egocentric video
We introduce Ego4D, a massive-scale egocentric video dataset and benchmark suite. It
offers 3,670 hours of daily-life activity video spanning hundreds of scenarios (household …
offers 3,670 hours of daily-life activity video spanning hundreds of scenarios (household …
Yourtts: Towards zero-shot multi-speaker tts and zero-shot voice conversion for everyone
E Casanova, J Weber, CD Shulby… - International …, 2022 - proceedings.mlr.press
YourTTS brings the power of a multilingual approach to the task of zero-shot multi-speaker
TTS. Our method builds upon the VITS model and adds several novel modifications for zero …
TTS. Our method builds upon the VITS model and adds several novel modifications for zero …
SpeechBrain: A general-purpose speech toolkit
SpeechBrain is an open-source and all-in-one speech toolkit. It is designed to facilitate the
research and development of neural speech processing technologies by being simple …
research and development of neural speech processing technologies by being simple …
Emoca: Emotion driven monocular face capture and animation
As 3D facial avatars become more widely used for communication, it is critical that they
faithfully convey emotion. Unfortunately, the best recent methods that regress parametric 3D …
faithfully convey emotion. Unfortunately, the best recent methods that regress parametric 3D …
ASVspoof 2021: accelerating progress in spoofed and deepfake speech detection
ASVspoof 2021 is the forth edition in the series of bi-annual challenges which aim to
promote the study of spoofing and the design of countermeasures to protect automatic …
promote the study of spoofing and the design of countermeasures to protect automatic …
Learning audio-visual speech representation by masked multimodal cluster prediction
Video recordings of speech contain correlated audio and visual information, providing a
strong signal for speech representation learning from the speaker's lip movements and the …
strong signal for speech representation learning from the speaker's lip movements and the …