Metric: Accuracy (higher is better)
| # | Model↕ | Accuracy▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | Vertically long patch ViT | 94.07 | No | Accuracy enhancement method for speech emotion r... | 2024-03-26 | Code |
| 2 | ConformerXL-P | 88.2 | No | BigSSL: Exploring the Frontier of Large-Scale Se... | 2021-09-27 | - |
| 3 | CoordViT | 82.96 | No | - | - | - |
| 4 | SepTr + LeRaC | 70.95 | No | Learning Rate Curriculum | 2022-05-18 | Code |
| 5 | SepTr | 70.47 | No | SepTr: Separable Transformer for Audio Spectrogr... | 2022-03-17 | Code |
| 6 | ResNet-18 + SPEL | 68.12 | No | Self-paced ensemble learning for speech and audi... | 2021-03-22 | - |
| 7 | ViT | 67.81 | No | AST: Audio Spectrogram Transformer | 2021-04-05 | Code |
| 8 | ResNet-18 + PyNADA | 65.15 | No | Non-linear Neurons with Human-like Apical Dendri... | 2020-02-02 | Code |
| 9 | GRU | 55.01 | No | Visually Guided Self Supervised Learning of Spee... | 2020-01-13 | - |