Object-Centric Learning on MOVi-E
40.1MBO^iSPOT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SPOTEnsemble=true, Seeds=32023.12 | 40.1 | 39.3 | |
| SPOTDec.=Trans., K-type=fixed2026.01 | 40.1 | 39.3 | |
| SPOTCategory=Autoregressive Teacher-Student2026.03 | 40.1 | 39.3 | |
| SPOTEnsemble=false, Seeds=32023.12 | 39.9 | 39 | |
| Slot Merging2026.03 | 39.56 | 37.75 | |
| Top-Down Slot Attention2026.03 | 39.3 | 38.3 | |
| QASADec.=Trans., K-type=adaptive2026.01 | 39.1 | 37.8 | |
| Stable-LSD2023.12 | 39 | 37.6 | |
| LSDCategory=Diffusion2026.03 | 39 | 37.6 | |
| DINOSAUR-MLPEncoder=ViT-S/8, Decoder=MLP2023.12 | 35.5 | — | |
| DINOSAUR-MLPDec.=MLP, K-type=fixed2026.01 | 35.5 | — | |
| DINOSAUR-MLPCategory=DINOSAUR-Based2026.03 | 35.5 | — | |
| QASA-MLPDec.=MLP, K-type=adaptive2026.01 | 34.6 | 33 | |
| SLATE2023.12 | 30.2 | 28.6 | |
| SlotDiffusion2023.12 | 30.2 | 30.2 | |
| SLATE2026.01 | 30.2 | 28.6 | |
| SLATE2026.03 | 30.2 | 28.6 | |
| SlotDiffusionCategory=Diffusion2026.03 | 30.2 | 30.2 | |
| AdSlotDec.=MLP, K-type=adaptive2026.01 | 29.8 | — | |
| AdaSlotCategory=Adaptive Slot Attention2026.03 | 29.8 | — | |
| SA2023.12 | 24 | — | |
| SA2026.03 | 24 | — |