Object Discovery on MOVI-C
49mBOiSPOT+FS+RC
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SPOT+FS+RCcategory=Autoregressive Teacher-Student2026.03 | 49 | — | 47.8 | — | — | |
| Slot Merging2026.03 | 48.35 | — | 47.43 | — | — | |
| SPOTcategory=Autoregressive Teacher-Student2026.03 | 47.3 | — | 46.7 | — | — | |
| QASADecoder=Trans., K-type=adaptive2026.01 | 46.9 | — | — | — | — | |
| Top-Down Slot Attention2026.03 | 46.8 | — | 45.9 | — | — | |
| DINOSAUR+FS+RCcategory=DINOSAUR-Based2026.03 | 46 | — | 44.8 | — | — | |
| LSD2024.11 | 45.6 | 52 | — | — | — | |
| LSDcategory=Diffusion2026.03 | 45.6 | — | 44.2 | — | — | |
| DINOSAUR2024.11 | 42.4 | 55.7 | — | — | — | |
| DINOSAURcategory=DINOSAUR-Based2026.03 | 42.4 | — | — | — | — | |
| QASA-MLPDecoder=MLP, K-type=adaptive2026.01 | 42.2 | — | — | — | — | |
| SLATE2026.03 | 39.4 | — | 37.8 | — | — | |
| DINOSAUR-MLPcategory=DINOSAUR-Based2026.03 | 39.1 | — | — | — | — | |
| AdaSlotDecoder=MLP, K-type=adaptive2026.01 | 35.6 | — | — | — | — | |
| AdaSlotcategory=Adaptive Slot Attention2026.03 | 35.6 | — | — | — | — | |
| MetaSlotDecoder=MLP, K-type=adaptive2026.01 | 35 | — | — | — | — | |
| MetaSlot-MLPcategory=Adaptive Slot Attention2026.03 | 35 | — | — | — | — | |
| RandSF.Q#slot=11, conditional=true, loss=ssc (slot-slot contrast), Input resolution=256×256 (224×224), Encoder=DINO2 ViT-S/142025.08 | 29.2 | 67.4 | 26.8 | — | 65.4 | |
| RandSF.Q#slot=11, conditional=true, loss=tsim (time similarity), Input resolution=256×256 (224×224), Encoder=DINO2 ViT-S/142025.08 | 28.4 | 66.3 | 26.1 | — | 64 | |
| SlotContrast#slot=11, conditional=true, Input resolution=256×256 (224×224), Encoder=DINO2 ViT-S/142025.08 | 27.7 | 59.9 | 25.8 | — | 64.6 | |
| SA2026.03 | 26.2 | — | — | — | — | |
| VideoSAUR#slot=11, conditional=true, Input resolution=256×256 (224×224), Encoder=DINO2 ViT-S/142025.08 | 16.1 | 53.3 | 14.8 | — | 41.9 | |
| AdaSlot2026.03 | — | — | — | 75.6 | — | |
| SLASH2026.03 | — | — | 27.7 | — | — | |
| SlotCurriBackbone=ViT-S/142026.03 | — | — | — | 81.6 | — |