Research on Deep Learning Model Training and Cross-Ethnic Cultural Interaction Mechanism of Daur Music Inheritance in Heilongjiang Province
23 wrz 2025
O artykule
Data publikacji: 23 wrz 2025
Otrzymano: 09 sty 2025
Przyjęty: 04 maj 2025
DOI: https://doi.org/10.2478/amns-2025-0993
Słowa kluczowe
© 2025 Baixue Zhang, published by Sciendo
This work is licensed under the Creative Commons Attribution 4.0 International License.
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Model comparison
| Model | Parameter quantity (Million) | Convergence number (epoch) | Training time (s) | Unit time (s) |
|---|---|---|---|---|
| SR-CNN-VAEGAN | 12.11 | 350 | 64542 | 215.2 |
| Music VAE | 4.62 | 653 | 25154 | 42.3 |
| MIDI-GAN(Ours) | 2.13 | 300 | 6054 | 21.5 |
The music generated by different models is compared to the objective index
| Model | PPL | UPG | GC | EBR |
|---|---|---|---|---|
| mLSTM | 2.26 | 9.35 | 0.65 | 0.25 |
| Transformer | 1.79 | 9.27 | 0.87 | 0.19 |
| SR-CNN-VAEGAN | 1.76 | 9.34 | 0.84 | 0.18 |
| Music VAE | 1.72 | 8.75 | 0.83 | 0.15 |
| MIDI-GAN(Ours) | 1.70 | 8.43 | 0.81 | 0.11 |