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Controlling the variations of sound effects using neural audio synthesismodels has been a difficult task. Differentiable digital signal processing(DDSP) provides a lightweight solution that achieves high-quality soundsynthesis while enabling deterministic acoustic attribute control byincorporating pre-processed audio features and digital synthesizers. In thisresearch, we introduce DDSP-SFX, a model based on the DDSP architecture capableof synthesizing high-quality sound effects while enabling users to control thetimbre variations easily. We propose a transient modelling technique withhigher objective evaluation scores and subjective ratings over impulsivesignals (footsteps, gunshots). We propose a simple method that achieves timbrevariation control while also allowing deterministic attribute control. Wefurther qualitatively show the timbre transfer performance using voice as theguiding sound.

DDSP-SFX: Acoustically-guided sound effects generation with differentiable digital signal processing