RAVDESS
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Audio-driven Talking Head Generation | RAVDESS (cross-identity) | FAD1.885 | 64 | |
| Talking Head Generation | RAVDESS intra-identity 1.0 | FAD0.833 | 56 | |
| Talking Face Generation | RAVDESS | Realism70 | 48 | |
| Emotion Recognition | RAVDESS | Accuracy72 | 46 | |
| Speech Emotion Recognition | RAVDESS | Unweighted Accuracy92.58 | 43 | |
| Emotion Recognition | RAVDESS (test) | Accuracy0.9735 | 29 | |
| Audio Classification | RAVDESS | Base Accuracy72.85 | 27 | |
| Audio-Driven Facial Animation | RAVDESS 42 (test) | PSNR30.772 | 24 | |
| Emotion Recognition | RAVDESS (val) | Accuracy97.46 | 20 | |
| Emotion Recognition | RAVDESS 7-class | WAR83.61 | 19 | |
| Discrete Emotion Recognition | Ravdess 19 (test) | Accuracy44.04 | 19 | |
| Avatar Fingerprinting | RAVDESS (Evaluation) | AUC (%)83 | 12 | |
| Speech Emotion Recognition | RAVDESS 8 classes (test) | Weighted Accuracy84.72 | 12 | |
| Speech Emotion Recognition | RAVDESS In-Domain v1 (test) | Accuracy85.74 | 12 | |
| Audiovisual Emotion Recognition | RAVDESS | Accuracy (AV)81.58 | 12 | |
| Song Emotion Recognition | RAVDESS Song | Weighted Accuracy85.8 | 11 | |
| Response Appropriateness | RAVDESS | Response Appropriateness48 | 9 | |
| Emotion Recognition | RAVDESS (6-fold cross-val) | Accuracy74.86 | 9 | |
| Emotion classification | RAVDESS four-class subset n=672 | Accuracy71 | 8 | |
| Visual-to-Audio Prediction | RAVDESS | Accuracy82.78 | 8 | |
| Audio-to-Visual Prediction | RAVDESS | Accuracy76.06 | 8 | |
| Talking-head generation | RAVDESS | IQA Score4.602 | 8 | |
| Speech Emotion Recognition | RAVDESS (6-fold subject-independent cross-validation) | Weighted Accuracy (WA)93.4 | 8 | |
| Emotion Recognition | RAVDESS (speaker-independent) | UAR82.29 | 8 | |
| Facial Emotion Recognition | RAVDESS | WAR87.99 | 8 |
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