Paper title: Hyper Recurrent Neural Network: Condition Mechanisms for Black-box Audio Effect Modeling

dataset download link: https://drive.google.com/file/d/1y3iQH94dAZbRgP33Pt4lJakgolvV7Xal/view?usp=sharing

code base link: https://github.com/ytsrt66589/pyneuralfx/tree/main

paper link: https://arxiv.org/abs/2408.04829

List of contents

Summary

Audio Examples

Summary

• Contribution
  • We present a novel condition mechanism for black-box virtual analog modeling of audio effects.
  • We propose a novel metric to evaluate transient reconstruction quality of the neural network.
• Modelled device
  • Boss OD-3 overdrive pedal
  • LA-2A compressor
• Proposed condition mechanisms
  • FiLM
  • StaticHyper
  • DynamicHyper
• Proposed transient metric
  • Transient metric diagram
• Evaluation Results
  • Objective evaluation
  • Computation complexity
  • Spectrum analysis

Audio Examples

CC: Concatenation

FM: FiLM

SH: StaticHyper

DH: DynamicHyper

Boss OD-3 (overdrive)