Segmentation on PascalVOC Single-Class 2012 (val)
88.5AccuracyAnchorDiff
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| AnchorDiffBase Model=SD3.5, Zero-shot=true2026.05 | 88.5 | 81.53 | 94.05 | |
| AnchorDiffBase Model=SD3, Zero-shot=true2026.05 | 87.3 | 79.74 | 93.15 | |
| ConceptAttentionBase Model=SD3, Zero-shot=true2026.05 | 85.77 | 72.04 | 88.48 | |
| ConceptAttentionBase Model=SD3.5, Zero-shot=true2026.05 | 85.11 | 71.56 | 92.24 | |
| Seg4DiffBase Model=SD3, Zero-shot=true2026.05 | 83.84 | 69.96 | 87.28 | |
| CLIPasRNNZero-shot=true2026.05 | 83.44 | 70.79 | 90.98 | |
| DINOv2 Reg SAZero-shot=true2026.05 | 83.36 | 67.27 | 88.97 | |
| Seg4DiffBase Model=SD3.5, Zero-shot=true2026.05 | 82.97 | 67.88 | 87.36 | |
| Cross AttentionBase Model=SD3, Zero-shot=true2026.05 | 82.92 | 68.77 | 92.16 | |
| DINOv2 SAZero-shot=true2026.05 | 81.72 | 64.76 | 87.94 | |
| iBOT SAZero-shot=true2026.05 | 80.91 | 64.95 | 89.07 | |
| OVAMZero-shot=true2026.05 | 80.4 | 65.71 | 91.92 | |
| DINO SAZero-shot=true2026.05 | 79.51 | 62.62 | 88.53 | |
| DAAMBase Model=SD2, Zero-shot=true2026.05 | 78.8 | 63.29 | 89.55 | |
| TransInterpZero-shot=true2026.05 | 76.98 | 57.24 | 86.77 | |
| TextSpanZero-shot=true2026.05 | 75 | 56.24 | 84.81 | |
| DAAMBase Model=SDXL, Zero-shot=true2026.05 | 74.63 | 58.18 | 88.79 | |
| Cross AttentionBase Model=SD3.5, Zero-shot=true2026.05 | 74.23 | 58.01 | 92.44 | |
| Partial-LRPZero-shot=true2026.05 | 71.5 | 51.38 | 84.37 | |
| GradCAMZero-shot=true2026.05 | 70.5 | 44.97 | 76.92 | |
| RolloutZero-shot=true2026.05 | 69.81 | 51.25 | 85.33 | |
| ViT AttentionZero-shot=true2026.05 | 68.51 | 44.81 | 83.63 | |
| LRPZero-shot=true2026.05 | 48.02 | 30.71 | 53.47 |