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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 …
Deepfakes generation and detection: State-of-the-art, open challenges, countermeasures, and way forward
Easy access to audio-visual content on social media, combined with the availability of
modern tools such as Tensorflow or Keras, and open-source trained models, along with …
modern tools such as Tensorflow or Keras, and open-source trained models, along with …
Symphonize 3d semantic scene completion with contextual instance queries
Abstract 3D Semantic Scene Completion (SSC) has emerged as a nascent and pivotal
undertaking in autonomous driving aiming to predict the voxel occupancy within volumetric …
undertaking in autonomous driving aiming to predict the voxel occupancy within volumetric …
Naturalspeech 2: Latent diffusion models are natural and zero-shot speech and singing synthesizers
Scaling text-to-speech (TTS) to large-scale, multi-speaker, and in-the-wild datasets is
important to capture the diversity in human speech such as speaker identities, prosodies …
important to capture the diversity in human speech such as speaker identities, prosodies …
Naturalspeech 3: Zero-shot speech synthesis with factorized codec and diffusion models
While recent large-scale text-to-speech (TTS) models have achieved significant progress,
they still fall short in speech quality, similarity, and prosody. Considering speech intricately …
they still fall short in speech quality, similarity, and prosody. Considering speech intricately …
Diffsound: Discrete diffusion model for text-to-sound generation
Generating sound effects that people want is an important topic. However, there are limited
studies in this area for sound generation. In this study, we investigate generating sound …
studies in this area for sound generation. In this study, we investigate generating sound …
NaturalSpeech: End-to-End Text-to-Speech Synthesis With Human-Level Quality
Text-to-speech (TTS) has made rapid progress in both academia and industry in recent
years. Some questions naturally arise that whether a TTS system can achieve human-level …
years. Some questions naturally arise that whether a TTS system can achieve human-level …
A survey on neural speech synthesis
Text to speech (TTS), or speech synthesis, which aims to synthesize intelligible and natural
speech given text, is a hot research topic in speech, language, and machine learning …
speech given text, is a hot research topic in speech, language, and machine learning …
Merlot reserve: Neural script knowledge through vision and language and sound
As humans, we navigate a multimodal world, building a holistic understanding from all our
senses. We introduce MERLOT Reserve, a model that represents videos jointly over time …
senses. We introduce MERLOT Reserve, a model that represents videos jointly over time …
Prodiff: Progressive fast diffusion model for high-quality text-to-speech
Denoising diffusion probabilistic models (DDPMs) have recently achieved leading
performances in many generative tasks. However, the inherited iterative sampling process …
performances in many generative tasks. However, the inherited iterative sampling process …