Neural Networks

Neural Networks collects articles about Neural Networks, Deep Learning, Tensorflow, Keras, Theano, Caffee, Deepfakes

NNSVS: An Open-Source Toolkit for Neural Network-Based Singing Voice Synthesis Authors: Ryuichi Yamamoto, Reo Yoneyama, Tomoki Toda Abstract: This paper describes the design of NNSVS, an open-source software for neural network-based singing voice synthesis research. NNSVS is inspired by Sinsy, an open-source pioneer in singing voice synthesis research, and provides many additional features such as multi-stream models, autoregressive fundamental frequency models, and neural vocoders. Furthermore, NNSVS provides extensive documentation and numerous scripts to build complete singing voice synthesis systems. Experimental results demonstrate that our best system significantly outperforms our reproduction of Sinsy and other baseline systems. The toolkit is available at https://github.com/nnsvs/nnsvs. Systems: The following table summarizes the systems used in our experiments. All the models were trained on Namine Ritsu

Related articles NNSVS: A Neural Network-Based Singing Voice Synthesis Toolkit Submitted to ICASSP 2023 Read the complete article at: <a href=”https://r9y9.github.io/projects/nnsvs/””>r9y9.github.io...

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