Motion Classification on GMV GRIAL (test)
82.7AccuracyPerceiver-VAE (pre., e2e)
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Perceiver-VAE (pre., e2e)Size=l, weights=pretrained, strategy=end-to-end finetuning2025.04 | 82.7 | 95.1 | 77.3 | |
| Perceiver-VAE (pre.)Size=l, weights=pretrained2025.04 | 73.3 | 90.7 | 62.8 | |
| CNNSize=–2025.04 | 71.1 | 91.1 | 64.4 | |
| LSTMSize=–2025.04 | 69.3 | 92 | 65.2 | |
| Perceiver-VAE (pre.)Size=m, weights=pretrained2025.04 | 63.8 | 87.1 | 55.6 | |
| Perceiver-VAE (pre.)Size=s, weights=pretrained2025.04 | 63.5 | 86 | 54.1 | |
| TransformerSize=–2025.04 | 52.1 | 75.3 | 35.5 | |
| Perceiver-VAE (r.e.)Size=s, weights=randomly initialised2025.04 | 47.1 | 62.5 | 19.9 | |
| Perceiver-VAE (r.e.)Size=m, weights=randomly initialised2025.04 | 43.2 | 50 | 10.1 | |
| RNNSize=–2025.04 | 35.4 | 68.6 | 27.3 |