Unsupervised Object Segmentation on PASCAL
0.513MBO^iSPOT-M
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SPOT-MEvaluation Protocol=Max(Slot Attention, Decoder Masks), Multi-layer=true, MUFASA=true2026.02 | 0.513 | 0.598 | 49.4 | 0.206 | |
| SlotDiffusion2023.12 | 0.504 | 0.553 | — | 0.178 | |
| DINOSAUR-MEvaluation Protocol=Max(Slot Attention, Decoder Masks), Multi-layer=true, MUFASA=true2026.02 | 0.492 | 0.576 | 47.2 | 0.252 | |
| SPOTensemble=true2023.12 | 0.483 | 0.556 | 0.468 | 0.199 | |
| SPOTensemble=false2023.12 | 0.481 | 0.553 | 0.465 | 0.194 | |
| SPOTEvaluation Protocol=Max(Slot Attention, Decoder Masks)2026.02 | 0.481 | 0.553 | 46.5 | 0.197 | |
| DINOSAURdecoder=autoregressive2023.12 | 0.44 | 0.512 | — | 0.248 | |
| DINOSAUREvaluation Protocol=Max(Slot Attention, Decoder Masks)2026.02 | 0.44 | 0.512 | — | 0.248 | |
| Rotating Features2023.12 | 0.407 | 0.46 | — | — | |
| DINOSAUR (MLP)decoder=MLP2023.12 | 0.395 | 0.409 | — | 0.246 | |
| SLATE2023.12 | 0.359 | 0.415 | — | 0.156 | |
| SLATEEvaluation Protocol=Max(Slot Attention, Decoder Masks)2026.02 | 0.359 | 0.415 | — | 0.156 | |
| CAE2023.12 | 0.329 | 0.374 | — | — | |
| 6-block Mask2023.12 | 0.247 | 0.259 | 0.242 | 0.139 | |
| SA2023.12 | 0.246 | 0.249 | — | 0.123 | |
| SAEvaluation Protocol=Max(Slot Attention, Decoder Masks)2026.02 | 0.246 | 0.249 | — | 0.123 | |
| 1-block Mask2023.12 | 0.191 | 0.23 | 0.174 | 0.499 |