A study of auditory-associative musical emotion based on multidimensional signal processing techniques
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17. März 2025
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Online veröffentlicht: 17. März 2025
Eingereicht: 10. Nov. 2024
Akzeptiert: 18. Feb. 2025
DOI: https://doi.org/10.2478/amns-2025-0279
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© 2025 Xiaohong Cui, published by Sciendo
This work is licensed under the Creative Commons Attribution 4.0 International License.
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Figure 4.
Database visual audio emotion recognition rate
| Feature | Pleasure | Get angry | Revulsion | Sadness | Surprise | Fear | Average |
|---|---|---|---|---|---|---|---|
| RML audio feature | 58.24% | 58.45% | 61.2% | 61.28% | 60.28% | 61.28% | 60.12% |
| RML video features | 75.2% | 76.24% | 74.25% | 74.89% | 78.02% | 73.6% | 75.37% |
| RML visual audio | 78.21% | 80.25% | 80.28% | 81.27% | 78.85% | 75.14% | 79.00% |
| SAVEE audio feature | 64.22% | 63.58% | 65.87% | 67.23% | 67.29% | 65.74% | 65.66% |
| SAVEE video features | 83.47% | 85.27% | 86.77% | 85.36% | 82.67% | 84.22% | 84.63% |
| SAVEE visual audio | 87.36% | 87.52% | 88.39% | 87.57% | 90.28% | 87.28% | 88.07% |
RML audio library six emotional status recognition
| RML | |||||||
|---|---|---|---|---|---|---|---|
| Feature | Pleasure | Get angry | Revulsion | Sadness | Surprise | Fear | Average |
| Metrical feature | 50.37% | 51.27% | 54.63% | 50.14% | 50.21% | 53.84% | 51.74% |
| MFCCs | 55.96% | 56.78% | 60.28% | 57.84% | 58.42% | 60.28% | 58.26% |
| Fusion feature | 58.03% | 58.42% | 60.8% | 61.34% | 60.24% | 60.94% | 59.96% |
| SAVEE | |||||||
| Feature | Pleasure | Get angry | Revulsion | Sadness | Surprise | Fear | Average |
| Metrical feature | 60.28% | 60.94% | 62.35% | 64.32% | 62.58% | 62.54% | 62.17% |
| MFCCs | 61.75% | 61.75% | 65.38% | 65.94% | 65.37% | 63.48% | 63.95% |
| Fusion feature | 65.23% | 63.45% | 66.28% | 67.38% | 67.3% | 66.78% | 66.07% |
Physiological basis
| External | It works on the internal structure of the brain | Information formation |
|---|---|---|
| Light wave→ | Occipital lobe→ | Visual information |
| Sound wave→ | Temporal lobe→ | Auditory information |
| Odour→ | Medial temporal lobe→ | Olfactory information |
| Something that can touch→ | Parietal lobe→ | Touch and kinesthetic |