Multi-label Classification on COCO-Stuff-27
61.7mAPSTROP-S
Evaluation Results
| Method | Links | |
|---|---|---|
| STROP-SEncoder=DINO-B, Repr.=latent, Protocol=Linear probe, Training Dataset=ImageNet2026.05 | 61.7 | |
| STROP-MEncoder=DINO-B, Repr.=latent, Protocol=Linear probe, Training Dataset=ImageNet2026.05 | 61.6 | |
| DINO-BRepr.=teacher, Protocol=Linear probe2026.05 | 61.2 | |
| DINO-BEncoder=DINO-B, Repr.=teacher, Evaluation Protocol=Linear probe2026.05 | 61.2 | |
| STROP-MEncoder=DINO-B, Model=STROP-M, Repr.=latent, Evaluation Protocol=Linear probe2026.05 | 60.5 | |
| STROP-SEncoder=DINO-B, Model=STROP-S, Repr.=latent, Evaluation Protocol=Linear probe2026.05 | 60.2 | |
| DINO-LEncoder=DINO-L, Repr.=teacher, Evaluation Protocol=Linear probe2026.05 | 59.7 | |
| STROP-MEncoder=DINO-L, Model=STROP-M, Repr.=latent, Evaluation Protocol=Linear probe2026.05 | 59.1 | |
| STROP-SEncoder=DINO-S, Repr.=latent, Protocol=Linear probe, Training Dataset=ImageNet2026.05 | 56.6 | |
| DINO-SRepr.=teacher, Protocol=Linear probe2026.05 | 56.2 | |
| DINO-SEncoder=DINO-S, Repr.=teacher, Evaluation Protocol=Linear probe2026.05 | 56.2 | |
| STROP-MEncoder=DINO-S, Model=STROP-M, Repr.=latent, Evaluation Protocol=Linear probe2026.05 | 56 | |
| STROP-SEncoder=DINO-S, Model=STROP-S, Repr.=latent, Evaluation Protocol=Linear probe2026.05 | 55.7 | |
| FlexTokModel=D12-D12-IN1k, Repr.=latent, Protocol=Linear probe2026.05 | 53.2 | |
| FlexTokEncoder=FlexTok, Model=D12-D12-IN1k, Repr.=latent, Evaluation Protocol=Linear probe2026.05 | 53.2 | |
| One-D-Piece-S-256Encoder=DINOv3-S, Repr.=latent, Protocol=Linear probe2026.05 | 48.1 | |
| One-D-Piece-S-256Encoder=DINOv3-S, Model=One-D-Piece-S-256, Repr.=latent, Evaluation Protocol=Linear probe2026.05 | 48.1 | |
| STROP-SEncoder=DINO-B, Repr.=program, Protocol=Linear probe, Training Dataset=ImageNet2026.05 | 36.1 | |
| STROP-SEncoder=DINO-S, Repr.=program, Protocol=Linear probe, Training Dataset=ImageNet2026.05 | 34.9 | |
| STROP-MEncoder=DINO-S, Model=STROP-M, Repr.=program, Evaluation Protocol=Linear probe2026.05 | 34.1 | |
| FlexTokEncoder=FlexTok, Model=D12-D12-IN1k, Repr.=program, Evaluation Protocol=Linear probe2026.05 | 33.9 | |
| STROP-SEncoder=DINO-B, Model=STROP-S, Repr.=program, Evaluation Protocol=Linear probe2026.05 | 32.6 | |
| STROP-SEncoder=DINO-S, Model=STROP-S, Repr.=program, Evaluation Protocol=Linear probe2026.05 | 32.3 | |
| STROP-MEncoder=DINO-L, Model=STROP-M, Repr.=program, Evaluation Protocol=Linear probe2026.05 | 32.2 | |
| STROP-MEncoder=DINO-B, Repr.=program, Protocol=Linear probe, Training Dataset=ImageNet2026.05 | 31.3 | |
| One-D-Piece-S-256Encoder=DINOv3-S, Model=One-D-Piece-S-256, Repr.=program, Evaluation Protocol=Linear probe2026.05 | 30.6 | |
| STROP-MEncoder=DINO-B, Model=STROP-M, Repr.=program, Evaluation Protocol=Linear probe2026.05 | 30.1 |