Interpreting CNN models for musical instrument recognition using multi-spectrogram heatmap analysis: a preliminary study
This analysis provides some insights into optimizing spectrogram-based approaches for musical instrument recognition, offering guidance for future model development and improving interpretability through statistical and visual analyses.
Authors
- Ajit Narayanan (ORCID: https://orcid.org/0000-0003-3075-7672)
- Akbar Ghobakhlou (ORCID: https://orcid.org/0000-0002-8385-2641)
- Rujia Chen (ORCID: https://orcid.org/0000-0001-6744-3509)
Institutions
- Auckland University of Technology (NZ)
Publication Details
- Journal
- Frontiers in Artificial Intelligence
- Published
- 2024-12-18
- DOI
- https://doi.org/10.3389/frai.2024.1499913
- Citations
- 3
- Primary Topic
- Music and Audio Processing
- Type
- article
- Field-Weighted Citation Impact
- 1.05