Multi-label classification on MS-COCO (val)
92.2mAP
PanCAN
Updated 1mo ago
Evaluation Results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
2025.12 | 92.2 | 89.4 | 83.9 | 86.6 | 89.7 | 85 | 87.5 | 82.3 | 82.3 | 94.8 | 72.6 | 95.4 | 72.5 | - | |
2025.12 | 91.3 | 88.8 | 83.2 | 85.9 | 89.2 | 84.6 | 86.8 | 81.6 | 81.6 | 93.9 | 72.1 | 94.7 | 72.1 | - | |
2025.12 | 90.5 | 89.4 | 81.7 | 84.5 | 89.2 | 84.6 | 86.8 | 81.7 | 81.3 | 94.9 | 71.4 | 94.1 | 71.7 | - | |
2025.12 | 90.5 | 89.4 | 81.7 | 84.5 | 89.2 | 84.6 | 86.8 | 80.5 | 81.2 | 93.9 | 70.5 | 94.8 | 71 | - | |
2025.12 | 90.1 | 87.2 | 82.3 | 84.6 | 87.2 | 84.9 | 84.7 | 79.5 | 80 | 92.5 | 69.8 | 93.5 | 71 | - | |
2025.12 | 89.5 | 86.9 | 89.4 | 81.6 | 86.3 | 83.1 | 84.7 | 81.3 | 81.3 | 93.9 | 70.8 | 94.1 | 71.5 | - | |
2025.12 | 89.2 | 86.3 | 81.4 | 83.8 | 86.5 | 83.3 | 84.9 | 79 | 80.2 | 91.6 | 69.4 | 92.9 | 70.5 | - | |
2025.12 | 88.5 | 86 | 81.7 | 83.4 | 84.9 | 82.1 | 83.9 | 80 | 81.1 | 93.6 | 69.9 | 94.3 | 71.1 | - | |
2023.08 | 87.7 | 87 | 78.5 | 82.5 | 87.6 | 81 | 84.2 | 77.6 | 79.3 | - | - | - | - | - | |
2025.12 | 87.3 | 87.6 | 76.5 | 81.6 | 88.4 | 78.5 | 83.1 | 77 | 78.5 | 91.9 | 66.2 | 93.5 | 67.6 | - | |
2025.12 | 86.9 | 86.1 | 77.2 | 81.4 | 87.2 | 79.5 | 82.9 | 76.7 | 78.5 | 90.6 | 66.5 | 92.6 | 68.5 | - | |
2023.08 | 86.7 | 86.4 | 77.1 | 81.5 | 87.3 | 79.7 | 83.3 | 77 | 78.8 | - | - | - | - | - | |
2025.12 | 86.6 | 87.2 | 76.4 | 81.4 | 88.2 | 79.2 | 81.8 | 75.1 | 77.4 | 91.8 | 63.4 | 92.9 | 66.4 | - | |
2023.08 | 86.5 | 85.8 | 76.7 | 81 | 87 | 78.9 | 82.8 | 76.5 | 78.3 | - | - | - | - | - | |
2025.12 | 86.5 | 85.8 | 76.7 | 81 | 87 | 79.8 | 82.8 | 76.5 | 78.3 | 90.4 | 66.3 | 92.4 | 67.9 | - | |
2023.08 | 86.4 | 69.6 | 86.5 | 77.1 | 69.6 | 88.8 | 78.1 | 75.6 | 77.8 | - | - | - | - | - | |
2023.08 | 86.3 | - | - | - | - | - | 82.5 | 76.4 | 78.2 | - | - | - | - | - | |
2023.08 | 86 | 87 | 74.7 | 80.4 | 87.5 | 77.9 | 82.4 | 76.2 | 78.1 | - | - | - | - | - | |
2025.12 | 85.7 | 84.8 | 74.5 | 79.6 | 86.6 | 76.9 | 82 | 75.8 | 77.9 | 86.6 | 65.6 | 90.6 | 70.5 | - | |
2023.08 | 85.5 | 68.9 | 85.6 | 76.3 | 69.8 | 87.5 | 77.7 | 75.2 | 77.4 | - | - | - | - | - | |
2023.08 | 85.2 | 84.7 | 75.9 | 80.1 | 84.9 | 79.4 | 82 | 75.8 | 77.9 | - | - | - | - | - | |
2023.08 | 85.1 | 86.3 | 74.3 | 79.9 | 87.7 | 76.5 | 81.7 | 76 | 77.6 | - | - | - | - | - | |
2025.12 | 85.1 | 84.3 | 74.9 | 79.7 | 87.7 | 76.5 | 81.7 | 76 | 77.6 | 90.1 | 65.7 | 92.1 | 71.4 | - | |
2023.08 | 84.9 | 84.8 | 74.5 | 79.3 | 86.6 | 76.9 | 81.5 | 73.3 | 75.4 | - | - | - | - | - | |
2025.12 | 84.9 | 84.8 | 74.5 | 79.3 | 86.6 | 76.9 | 81.5 | 73.3 | 75.4 | 78 | 69.1 | 80.7 | 70.8 | - | |
2023.08 | 84.6 | 86 | 73.1 | 79 | 86.6 | 76.4 | 81.2 | 75 | 77.2 | - | - | - | - | - | |
2023.08 | 84.5 | 84.3 | 73.9 | 78.7 | 86.9 | 76.1 | 81.1 | 75.3 | 77 | - | - | - | - | - | |
2023.08 | 84.3 | 85.6 | 72.7 | 78.6 | 87.1 | 75.6 | 80.9 | 75 | 77 | - | - | - | - | - | |
2023.08 | 83.8 | 82.9 | 74.4 | 78.4 | 84.4 | 77.9 | 81 | 74.9 | 77.1 | - | - | - | - | - | |
2023.08 | 83.8 | 85 | 72.1 | 78 | 88 | 73.9 | 80.3 | 75.1 | 76.7 | - | - | - | - | - | |
2023.08 | 83.8 | 91.9 | 62.5 | 72.7 | 93.8 | 64.1 | 76.2 | 76.8 | 79.7 | - | - | - | - | - | |
2025.12 | 83.8 | 84.9 | 74.4 | 78.4 | 84.4 | 77.9 | 81 | 74.3 | 77.2 | 86.7 | 64.9 | 90.9 | 67.2 | - | |
2025.12 | 83.8 | 84.1 | 74.8 | 79.3 | 87.1 | 78 | 83.1 | 75.9 | 76.7 | 88.1 | 65.7 | 90.6 | 66.3 | - | |
2025.12 | 83.8 | 85.9 | 74.8 | 80 | 87.7 | 79.1 | 83.7 | 72.7 | 76.2 | 91.9 | 62.5 | 93.8 | 64.1 | - | |
2023.08 | 83.7 | 84.6 | 73.2 | 77.2 | 87.8 | 76.2 | 81.5 | - | - | - | - | - | - | - | |
2025.12 | 83.7 | 84.1 | 73.1 | 78.2 | 87.8 | 76.2 | 81.5 | - | - | - | - | - | - | - | |
2023.08 | 83 | 85.1 | 72 | 78 | 85.8 | 75.4 | 80.3 | 74.6 | 76.7 | - | - | - | - | - | |
2025.12 | 83 | 85.1 | 72.2 | 78 | 85.1 | 74.7 | 79.4 | 74.2 | 76.3 | 86.3 | 63.4 | 89.1 | 66.7 | - | |
2026.04 | 82.78 | - | - | - | - | - | - | - | - | - | - | - | - | 98.3 | |
2026.04 | 82.71 | - | - | - | - | - | - | - | - | - | - | - | - | 98.23 | |
2023.08 | 82.3 | 82.5 | 72.2 | 77 | 84 | 75.6 | 79.6 | 73.5 | 76 | - | - | - | - | - | |
2025.12 | 82.3 | 85.2 | 72 | 78 | 85.6 | 74.6 | 79.6 | 73.5 | 76 | 87.1 | 63.6 | 89.4 | 66 | - | |
2026.04 | 82.24 | - | - | - | - | - | - | - | - | - | - | - | - | 98.29 | |
2026.04 | 82.22 | - | - | - | - | - | - | - | - | - | - | - | - | 98.13 | |
2023.08 | 82 | 81.7 | 73.1 | 77.1 | 83.1 | 76.3 | 79.6 | 73.7 | 76.1 | - | - | - | - | - | |
2026.04 | 81.93 | - | - | - | - | - | - | - | - | - | - | - | - | 98.13 | |
2023.08 | 81.9 | 80.7 | 71.5 | 75.2 | 81.4 | 76.3 | 78.1 | - | - | - | - | - | - | - | |
2026.04 | 80.8 | - | - | - | - | - | - | - | - | - | - | - | - | 97.91 | |
2026.04 | 80.79 | - | - | - | - | - | - | - | - | - | - | - | - | 97.88 | |
2023.08 | 80.6 | 64.5 | 81.1 | 71.8 | 65.8 | 83.9 | 73.8 | 71.4 | 74.5 | - | - | - | - | - | |
2026.04 | 80.47 | - | - | - | - | - | - | - | - | - | - | - | - | 98.03 | |
2026.04 | 79.46 | - | - | - | - | - | - | - | - | - | - | - | - | 97.64 | |
2023.08 | 78.3 | 80.2 | 66.7 | 72.8 | 83.9 | 70.8 | 76.8 | 69.7 | 73.6 | - | - | - | - | - | |
2025.12 | 78.3 | 80.2 | 66.7 | 72.8 | 83.9 | 70.8 | 76.6 | 69.7 | 73.6 | 84.1 | 59.4 | 89.1 | 62.8 | - | |
2023.08 | 77.1 | 81.6 | 65.4 | 71.2 | 82.7 | 69.9 | 75.8 | 67.4 | 72.9 | - | - | - | - | - | |
2025.12 | 77.1 | 81.6 | 65.4 | 71.2 | 82.7 | 69.9 | 75.8 | 67.4 | 72.9 | 85.2 | 58.8 | 87.4 | 62.5 | - | |
2026.04 | 74.06 | - | - | - | - | - | - | - | - | - | - | - | - | 97.08 | |
2026.04 | 72.96 | - | - | - | - | - | - | - | - | - | - | - | - | 97.05 | |
2026.04 | 71.97 | - | - | - | - | - | - | - | - | - | - | - | - | 96.83 | |
2026.04 | 41.08 | - | - | - | - | - | - | - | - | - | - | - | - | 92.46 | |
2026.04 | 40.84 | - | - | - | - | - | - | - | - | - | - | - | - | 92.4 |