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A survey on deep learning for symbolic music generation: Representations, algorithms, evaluations, and challenges
Significant progress has been made in symbolic music generation with the help of deep
learning techniques. However, the tasks covered by symbolic music generation have not …
learning techniques. However, the tasks covered by symbolic music generation have not …
A comprehensive survey on deep music generation: Multi-level representations, algorithms, evaluations, and future directions
The utilization of deep learning techniques in generating various contents (such as image,
text, etc.) has become a trend. Especially music, the topic of this paper, has attracted …
text, etc.) has become a trend. Especially music, the topic of this paper, has attracted …
Simple and controllable music generation
We tackle the task of conditional music generation. We introduce MusicGen, a single
Language Model (LM) that operates over several streams of compressed discrete music …
Language Model (LM) that operates over several streams of compressed discrete music …
Scaling speech technology to 1,000+ languages
Expanding the language coverage of speech technology has the potential to improve
access to information for many more people. However, current speech technology is …
access to information for many more people. However, current speech technology is …
Voicebox: Text-guided multilingual universal speech generation at scale
Large-scale generative models such as GPT and DALL-E have revolutionized the research
community. These models not only generate high fidelity outputs, but are also generalists …
community. These models not only generate high fidelity outputs, but are also generalists …
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 …
Icassp 2023 deep noise suppression challenge
The ICASSP 2023 Deep Noise Suppression (DNS) Challenge marks the fifth edition of the
DNS challenge series. DNS challenges were organized from 2019 to 2023 to foster …
DNS challenge series. DNS challenges were organized from 2019 to 2023 to foster …
Diffwave: A versatile diffusion model for audio synthesis
In this work, we propose DiffWave, a versatile diffusion probabilistic model for conditional
and unconditional waveform generation. The model is non-autoregressive, and converts the …
and unconditional waveform generation. The model is non-autoregressive, and converts the …
Textually pretrained speech language models
Speech language models (SpeechLMs) process and generate acoustic data only, without
textual supervision. In this work, we propose TWIST, a method for training SpeechLMs using …
textual supervision. In this work, we propose TWIST, a method for training SpeechLMs using …
Real time speech enhancement in the waveform domain
We present a causal speech enhancement model working on the raw waveform that runs in
real-time on a laptop CPU. The proposed model is based on an encoder-decoder …
real-time on a laptop CPU. The proposed model is based on an encoder-decoder …