Open Access
Table 1.
Results of the experiments based on the metrics of Sect. 4.
| Metric | ceVAE (baseline) | Discrete (ours) | Continous (ours) | ceVAE_Emb (ours) |
|---|---|---|---|---|
| Cluster error GT | 0.00197 | |||
| Cluster distance GT | 1.00104 | |||
| Cluster Std GT | 0.99816 | |||
| Cluster error GEN ↓ | 7.9478 ± 0.9137 | 0.1294±0.0358 | 1.5031 ± 0.1476 | 0.2073 ± 0.0361 |
| Cluster distance GEN ↓ | 2.2057 ± 0.0096 | 0.9212 ± 0.0037 | 0.9342±0.0023 | 0.8377 ± 0.0055 |
| Cluster Std GEN ↓ | 3.2382 ± 0.0096 | 1.2107 ± 0.0037 | 1.0976±0.0023 | 1.4801 ± 0.0055 |
| FID CLIP ↓ | 5.05 | 0.122 | 0.057 | 0.39 |
| FID IV3 ↓ | 215.933 | 3.693 | 2.703 | 12.264 |
| F1 score ↑ | 0.7 | 0.34 | 0.6 | |
| Precision ↑ | 0.73 | 0.35 | 0.6 | |
| Recall ↑ | 0.74 | 0.37 | 0.7 | |
Notes. The symbol ↓ indicates that a lower value is preferable for the metric it represents, while the symbol ↑ indicates that a higher value is preferable for that metric. The F1 score, precision, and recall are designed such that their maximum value is 1.
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