Concept Composition on 3DIdent 1.0 (test)
25.6CompoTVAE
Evaluation Results
| Method | Links | |
|---|---|---|
| TVAEBase Model=NVAE, Category=baselines2025.07 | 25.6 | |
| BetaTCVAEBase Model=NVAE, Category=baselines2025.07 | 25.4 | |
| Ada-GVAEBase Model=NVAE, Category=baselines2025.07 | 25.1 | |
| baseBase Model=NVAE, Category=ablations, Training Strategy=observational2025.07 | 9.2 | |
| CM pooledBase Model=NVAE, Category=ablations, Training Strategy=pooled2025.07 | 6.8 | |
| CM (fine-tune)Base Model=NVAE, Category=ours, Training Strategy=fine-tune2025.07 | 6.3 | |
| CM (frozen)Base Model=NVAE, Category=ours, Training Strategy=frozen2025.07 | 6.3 | |
| base pooledBase Model=NVAE, Category=ablations, Training Strategy=pooled2025.07 | 5.6 | |
| CM (end-to-end)Base Model=NVAE, Category=ours, Training Strategy=end-to-end2025.07 | 5.1 |