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• W3207314914 abstract "Single-image generative adversarial networks learn from the internal distribution of a single training example to generate variations of it, removing the need of a large dataset. In this paper we introduce SpecSinGAN, an unconditional generative architecture that takes a single one-shot sound effect (e.g., a footstep; a character jump) and produces novel variations of it, as if they were different takes from the same recording session. We explore the use of multi-channel spectrograms to train the model on the various layers that comprise a single sound effect. A listening study comparing our model to real recordings and to digital signal processing procedural audio models in terms of sound plausibility and variation revealed that SpecSinGAN is more plausible and varied than the procedural audio models considered, when using multi-channel spectrograms. Sound examples can be found at the project website: https://www.adrianbarahonarios.com/specsingan/" @default.
• W3207314914 created "2021-10-25" @default.
• W3207314914 creator A5046636116 @default.
• W3207314914 creator A5071036967 @default.
• W3207314914 date "2021-10-14" @default.
• W3207314914 modified "2023-09-26" @default.
• W3207314914 title "SpecSinGAN: Sound Effect Variation Synthesis Using Single-Image GANs" @default.
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