Instance Segmentation on HunyuanWorld 1.0
88.3Overall mIoUSAP
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SAPModel Scale=large, Zero-shot=true, Interaction Protocol=3-click Error Correction2026.03 | 88.3 | 84 | 89.3 | 89.3 | |
| SAM2Model Scale=small, Zero-shot=true, Interaction Protocol=3-click Error Correction2026.03 | 86.3 | 82.6 | 86.2 | 87.9 | |
| SAPModel Scale=small, Zero-shot=true, Interaction Protocol=3-click Error Correction2026.03 | 85.9 | 83.1 | 87.2 | 85.8 | |
| SAPModel Scale=base, Zero-shot=true, Interaction Protocol=3-click Error Correction2026.03 | 85.8 | 83.8 | 87.9 | 84.5 | |
| SAPModel Scale=tiny, Zero-shot=true, Interaction Protocol=3-click Error Correction2026.03 | 85.7 | 83.5 | 85.2 | 87.3 | |
| SAM2Model Scale=base, Zero-shot=true, Interaction Protocol=3-click Error Correction2026.03 | 85.7 | 82.8 | 87.6 | 84.9 | |
| SAM2Model Scale=tiny, Zero-shot=true, Interaction Protocol=3-click Error Correction2026.03 | 84.7 | 82.9 | 85.9 | 84.4 | |
| SAM2Model Scale=large, Zero-shot=true, Interaction Protocol=3-click Error Correction2026.03 | 82.1 | 83.3 | 83.7 | 79.9 | |
| SAM2Model Scale=large, Zero-shot=true, Scanning Strategy=perspective scanning (+scan), Interaction Protocol=3-click Error Correction2026.03 | 81.5 | 74.7 | 83.6 | 82.3 | |
| SAM2Model Scale=small, Zero-shot=true, Scanning Strategy=perspective scanning (+scan), Interaction Protocol=3-click Error Correction2026.03 | 80.6 | 76.2 | 84 | 79 | |
| SAM2Model Scale=base, Zero-shot=true, Scanning Strategy=perspective scanning (+scan), Interaction Protocol=3-click Error Correction2026.03 | 80.5 | 74.5 | 83.8 | 79.7 | |
| SAM2Model Scale=tiny, Zero-shot=true, Scanning Strategy=perspective scanning (+scan), Interaction Protocol=3-click Error Correction2026.03 | 78.7 | 75.5 | 81 | 77.7 | |
| SAPModel Scale=base, Zero-shot=true, Interaction Protocol=1-click2026.03 | 77.4 | 78 | 82.3 | 71.7 | |
| SAPModel Scale=large, Zero-shot=true, Interaction Protocol=1-click2026.03 | 77.4 | 77.1 | 82.9 | 71.5 | |
| SAPModel Scale=tiny, Zero-shot=true, Interaction Protocol=1-click2026.03 | 75 | 73.3 | 80.8 | 69.6 | |
| SAPModel Scale=small, Zero-shot=true, Interaction Protocol=1-click2026.03 | 74.3 | 72.9 | 78.6 | 70.2 | |
| SAM2Model Scale=large, Zero-shot=true, Interaction Protocol=1-click2026.03 | 70.8 | 78.8 | 78.6 | 58.8 | |
| SAM2Model Scale=base, Zero-shot=true, Interaction Protocol=1-click2026.03 | 70.6 | 78.5 | 79.2 | 58 | |
| SAM2Model Scale=small, Zero-shot=true, Interaction Protocol=1-click2026.03 | 68.7 | 77.7 | 76.7 | 56.1 | |
| SAM2Model Scale=tiny, Zero-shot=true, Interaction Protocol=1-click2026.03 | 68.6 | 77.6 | 76.7 | 56 | |
| SAM2Model Scale=large, Zero-shot=true, Scanning Strategy=perspective scanning (+scan), Interaction Protocol=1-click2026.03 | 54.9 | 49.4 | 58.8 | 53.2 | |
| SAM2Model Scale=tiny, Zero-shot=true, Scanning Strategy=perspective scanning (+scan), Interaction Protocol=1-click2026.03 | 46.7 | 40 | 52.9 | 43.1 | |
| SAM2Model Scale=small, Zero-shot=true, Scanning Strategy=perspective scanning (+scan), Interaction Protocol=1-click2026.03 | 45.6 | 40.2 | 50 | 43.3 | |
| SAM2Model Scale=base, Zero-shot=true, Scanning Strategy=perspective scanning (+scan), Interaction Protocol=1-click2026.03 | 45.5 | 39.5 | 47.7 | 46 |