Multi-label Classification on VOC
82.14mAPUNCHA
Evaluation Results
| Method | Links | |
|---|---|---|
| UNCHABackbone=ViT-B/16, Zero-shot=true2026.03 | 82.14 | |
| HyCoCLIPBackbone=ViT-B/16, Zero-shot=true2026.03 | 80.43 | |
| MERUBackbone=ViT-B/16, Zero-shot=true2026.03 | 79.5 | |
| CLIPBackbone=ViT-B/16, Zero-shot=true2026.03 | 78.56 | |
| DINO-BEncoder=DINO-B, Repr.=teacher, Evaluation Protocol=Linear probe2026.05 | 74.7 | |
| STROP-MEncoder=DINO-B, Model=STROP-M, Repr.=latent, Evaluation Protocol=Linear probe2026.05 | 73.4 | |
| ATMGBackbone=ViT-B/16, Zero-shot=true2026.03 | 72.22 | |
| STROP-SEncoder=DINO-B, Model=STROP-S, Repr.=latent, Evaluation Protocol=Linear probe2026.05 | 69.6 | |
| DINO-LEncoder=DINO-L, Repr.=teacher, Evaluation Protocol=Linear probe2026.05 | 68.4 | |
| STROP-MEncoder=DINO-L, Model=STROP-M, Repr.=latent, Evaluation Protocol=Linear probe2026.05 | 68.2 | |
| FlexTokEncoder=FlexTok, Model=D12-D12-IN1k, Repr.=latent, Evaluation Protocol=Linear probe2026.05 | 61.7 | |
| STROP-MEncoder=DINO-S, Model=STROP-M, Repr.=latent, Evaluation Protocol=Linear probe2026.05 | 59.7 | |
| DINO-SEncoder=DINO-S, Repr.=teacher, Evaluation Protocol=Linear probe2026.05 | 59.4 | |
| STROP-SEncoder=DINO-S, Model=STROP-S, Repr.=latent, Evaluation Protocol=Linear probe2026.05 | 57.6 | |
| One-D-Piece-S-256Encoder=DINOv3-S, Model=One-D-Piece-S-256, Repr.=latent, Evaluation Protocol=Linear probe2026.05 | 39 | |
| STROP-SEncoder=DINO-S, Model=STROP-S, Repr.=program, Evaluation Protocol=Linear probe2026.05 | 15 | |
| STROP-MEncoder=DINO-S, Model=STROP-M, Repr.=program, Evaluation Protocol=Linear probe2026.05 | 14.3 | |
| STROP-SEncoder=DINO-B, Model=STROP-S, Repr.=program, Evaluation Protocol=Linear probe2026.05 | 14 | |
| STROP-MEncoder=DINO-L, Model=STROP-M, Repr.=program, Evaluation Protocol=Linear probe2026.05 | 13.9 | |
| STROP-MEncoder=DINO-B, Model=STROP-M, Repr.=program, Evaluation Protocol=Linear probe2026.05 | 12.6 | |
| One-D-Piece-S-256Encoder=DINOv3-S, Model=One-D-Piece-S-256, Repr.=program, Evaluation Protocol=Linear probe2026.05 | 9.6 | |
| FlexTokEncoder=FlexTok, Model=D12-D12-IN1k, Repr.=program, Evaluation Protocol=Linear probe2026.05 | 9.5 |