Multi-label Classification on PASCAL VOC 2007 (test)
97.3mAP
Q2L-CvT
Updated 4d ago
Evaluation Results
| Method | Links | ||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
2021.07 | 97.3 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.07 | 96.9 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.07 | 96.7 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.11 | 96.6 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 96.4 | 99.8 | 99.5 | 99.3 | 98.9 | 87.5 | 98.8 | 99.2 | 99.4 | 84.7 | 98.6 | 89.2 | 99.3 | 99.4 | 99.6 | 99.8 | 89.9 | 99.5 | 89.3 | 99.5 | 96.7 | - | |
2021.07 | 96.1 | 99.9 | 98.9 | 99 | 98.4 | 87.7 | 98.6 | 98.8 | 99.1 | 84.5 | 98.3 | 89.2 | 99.2 | 99.2 | 99.2 | 99.3 | 90.2 | 98.8 | 88.3 | 99.5 | 95.5 | - | |
2021.11 | 96.1 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 96.1 | 99.9 | 98.9 | 99 | 98.4 | 87.7 | 98.6 | 98.8 | 99.1 | 84.5 | 98.3 | 89.2 | 99.2 | 99.2 | 99.2 | 99.3 | 90.2 | 98.8 | 88.3 | 99.5 | 95.5 | - | |
2021.07 | 96 | 99.8 | 99 | 98.4 | 99 | 86.7 | 98.1 | 98.5 | 98.3 | 85.8 | 98.3 | 88.9 | 98.8 | 99 | 97.4 | 99.2 | 88.3 | 98.7 | 90.7 | 99.5 | 97 | - | |
2025.12 | 96 | 99.8 | 99 | 98.4 | 99 | 86.7 | 98.1 | 98.5 | 98.3 | 85.8 | 98.3 | 88.9 | 98.8 | 99 | 97.4 | 99.2 | 88.3 | 98.7 | 90.7 | 99.5 | 97 | - | |
2020.09 | 95.8 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.07 | 95.8 | 99.9 | 98.4 | 98.9 | 98.7 | 86.8 | 98.2 | 98.7 | 98.5 | 83.1 | 98.3 | 89.5 | 98.8 | 99.2 | 98.6 | 99.3 | 89.5 | 99.4 | 86.8 | 99.6 | 95.2 | - | |
2021.11 | 95.8 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 95.8 | 99.9 | 98.4 | 98.9 | 98.7 | 86.8 | 98.2 | 98.7 | 98.5 | 83.1 | 98.3 | 89.5 | 98.8 | 99.2 | 98.6 | 99.3 | 89.5 | 99.4 | 86.8 | 99.6 | 95.2 | - | |
2020.09 | 95.3 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2019.08 | 95 | 99.7 | 98.4 | 98 | 97.6 | 85.7 | 96.2 | 98.2 | 98.8 | 82 | 98.1 | 89.7 | 98.8 | 98.7 | 97 | 99 | 86.9 | 98.1 | 85.8 | 99 | 93.7 | - | |
2020.09 | 95 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2020.09 | 95 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.07 | 95 | 99.7 | 98.4 | 98 | 97.6 | 85.7 | 96.2 | 98.2 | 98.8 | 82 | 98.1 | 89.7 | 98.8 | 98.7 | 97 | 99 | 86.9 | 98.1 | 85.8 | 99 | 93.7 | - | |
2021.11 | 95 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.11 | 95 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.07 | 94.8 | 99.7 | 99 | 98.5 | 98.2 | 85.4 | 96.9 | 97.4 | 98.9 | 83.7 | 95.5 | 88.8 | 99.1 | 98.2 | 95.1 | 99.1 | 84.8 | 97.1 | 87.8 | 98.3 | 94.8 | - | |
2025.12 | 94.8 | 99.7 | 99 | 98.5 | 98.2 | 85.4 | 96.9 | 97.4 | 98.9 | 83.7 | 95.5 | 88.8 | 99.1 | 98.2 | 95.1 | 99.1 | 84.8 | 97.1 | 87.8 | 98.3 | 94.8 | - | |
2020.09 | 94.6 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2020.09 | 94.4 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2020.09 | 94 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.11 | 94 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2019.08 | 93.4 | 99.5 | 97.1 | 97.6 | 97.8 | 82.6 | 94.8 | 96.7 | 98.1 | 78 | 97 | 85.6 | 97.8 | 98.3 | 96.4 | 98.8 | 84.9 | 96.5 | 79.8 | 98.4 | 92.8 | - | |
2020.09 | 93.4 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 93.4 | 99.5 | 97.1 | 97.6 | 97.8 | 82.6 | 94.8 | 96.7 | 98.1 | 78 | 97 | 85.6 | 97.8 | 98.3 | 96.4 | 98.1 | 84.9 | 96.5 | 79.8 | 98.4 | 92.8 | - | |
2026.02 | 92.8 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 79.4 | |
2016.11 | 92.5 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2019.08 | 92.5 | 99.3 | 97.6 | 98 | 96.4 | 79.3 | 93.8 | 96.6 | 97.1 | 78 | 88.7 | 87.1 | 97.1 | 96.3 | 95.4 | 99.1 | 82.1 | 93.6 | 82.2 | 98.4 | 92.8 | - | |
2016.11 | 92.3 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2016.11 | 92.2 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2016.11 | 92.1 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2019.08 | 92 | 98.6 | 97.1 | 97.1 | 95.5 | 75.6 | 92.8 | 96.8 | 97.3 | 78.3 | 92.2 | 87.6 | 96.9 | 96.5 | 93.6 | 98.5 | 81.6 | 93.1 | 83.2 | 98.5 | 89.3 | - | |
2019.08 | 92 | 98.2 | 96.9 | 97.1 | 95.8 | 74.3 | 94.2 | 96.7 | 96.7 | 76.7 | 90.5 | 88 | 96.9 | 97.7 | 95.9 | 98.6 | 78.5 | 93.6 | 82.4 | 98.4 | 90.4 | - | |
2020.09 | 92 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.07 | 92 | 98.6 | 97.1 | 97.1 | 95.5 | 75.6 | 92.8 | 96.8 | 97.3 | 78.3 | 92.2 | 87.6 | 96.9 | 96.5 | 93.6 | 98.5 | 81.6 | 93.1 | 83.2 | 98.5 | 89.3 | - | |
2021.11 | 92 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 92 | 98.6 | 97.1 | 97.1 | 95.5 | 75.6 | 92.8 | 96.8 | 97.3 | 78.3 | 92.2 | 87.6 | 96.9 | 96.5 | 93.6 | 98.5 | 81.6 | 93.1 | 83.2 | 98.5 | 89.3 | - | |
2019.08 | 91.9 | 98.6 | 97.4 | 96.3 | 96.2 | 75.2 | 92.4 | 96.5 | 97.1 | 76.5 | 92 | 87.7 | 96.8 | 97.5 | 93.8 | 98.5 | 81.6 | 93.7 | 82.8 | 98.6 | 89.3 | - | |
2020.09 | 91.9 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.07 | 91.9 | 98.6 | 97.4 | 96.3 | 96.2 | 75.2 | 92.4 | 96.5 | 97.1 | 76.5 | 92 | 87.7 | 96.8 | 97.5 | 93.8 | 98.5 | 81.6 | 93.7 | 82.8 | 98.6 | 89.3 | - | |
2021.11 | 91.9 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 91.9 | 98.6 | 97.4 | 96.3 | 96.2 | 75.2 | 92.4 | 96.5 | 97.1 | 76.5 | 92 | 87.7 | 96.8 | 97.5 | 93.8 | 98.5 | 81.6 | 93.7 | 82.8 | 98.6 | 89.3 | - | |
2026.02 | 91.9 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 77.6 | |
2026.02 | 91.8 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 78.2 | |
2026.02 | 91.7 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 77.5 | |
2026.02 | 91.6 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 77.2 | |
2026.02 | 91.4 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 77.8 | |
2026.02 | 91.4 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 77.1 | |
2026.02 | 91.3 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 76.4 | |
2022.06 | 91.1 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2026.02 | 91.1 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 76.1 | |
2026.02 | 91 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 76 | |
2016.11 | 90.9 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2019.08 | 90.9 | 98.6 | 97.1 | 98 | 95.6 | 75.3 | 94.7 | 95.8 | 97.3 | 73.1 | 94 | 80 | 97.3 | 96.1 | 94.9 | 96.3 | 78.3 | 94.7 | 76.2 | 97.9 | 91.5 | - | |
2021.07 | 90.9 | 98.6 | 97.1 | 98 | 95.6 | 75.3 | 94.7 | 95.8 | 97.3 | 73.1 | 90.2 | 80 | 97.3 | 96.1 | 94.9 | 96.3 | 78.3 | 94.7 | 76.2 | 97.9 | 91.5 | - | |
2025.12 | 90.9 | 98.6 | 97.1 | 98 | 95.6 | 75.3 | 94.7 | 95.8 | 97.3 | 73.1 | 90.2 | 80 | 97.3 | 96.1 | 94.9 | 96.3 | 78.3 | 94.7 | 76.2 | 97.9 | 91.5 | - | |
2026.02 | 90.8 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 75.5 | |
2016.11 | 90.7 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2016.11 | 90.6 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2016.11 | 90.6 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2019.08 | 90.6 | 97.9 | 97 | 96.6 | 94.6 | 73.6 | 93.9 | 96.5 | 95.5 | 73.7 | 90.3 | 82.8 | 95.4 | 97.7 | 95.9 | 98.6 | 77.6 | 88.7 | 78 | 98.3 | 89 | - | |
2021.07 | 90.6 | 97.9 | 97 | 96.6 | 94.6 | 73.6 | 93.9 | 96.5 | 95.5 | 73.7 | 90.3 | 82.8 | 95.4 | 97.7 | 95.9 | 98.6 | 77.6 | 88.7 | 78 | 98.3 | 89 | - | |
2025.12 | 90.6 | 97.9 | 97 | 96.6 | 94.6 | 73.6 | 93.9 | 96.5 | 95.5 | 73.7 | 90.3 | 82.8 | 95.4 | 97.7 | 95.9 | 98.6 | 77.6 | 88.7 | 78 | 98.3 | 89 | - | |
2026.02 | 90.6 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 75.1 | |
2016.11 | 90.5 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2016.11 | 90.3 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2016.11 | 90.3 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2016.11 | 90.2 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.06 | 90.2 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2016.11 | 90.1 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2016.11 | 90 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2016.11 | 89.8 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2016.11 | 89.8 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2026.02 | 89.8 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 73.6 | |
2016.11 | 89.7 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2019.08 | 89.7 | 98.9 | 95 | 96.8 | 95.4 | 69.7 | 90.4 | 93.5 | 96 | 74.2 | 86.6 | 87.8 | 96 | 96.3 | 93.1 | 97.2 | 70 | 92.1 | 80.3 | 98.1 | 87 | - | |
2021.07 | 89.7 | 98.9 | 95 | 96.8 | 95.4 | 69.7 | 90.4 | 93.5 | 96 | 74.2 | 86.6 | 87.8 | 96 | 96.3 | 93.1 | 97.2 | 70 | 92.1 | 80.3 | 98.1 | 87 | - | |
2025.12 | 89.7 | 98.9 | 95 | 96.8 | 95.4 | 69.7 | 90.4 | 93.5 | 96 | 74.2 | 86.6 | 87.8 | 96 | 96.3 | 93.1 | 97.2 | 70 | 92.1 | 80.3 | 98.1 | 87 | - | |
2026.02 | 89.7 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 73 | |
2016.11 | 89.5 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.06 | 89.4 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2016.11 | 89.3 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2016.11 | 89.3 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2019.08 | 89.3 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2019.08 | 89.3 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.06 | 89.3 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.06 | 89.2 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.06 | 89 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2026.02 | 89 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 63.1 | |
2019.08 | 88.5 | 96.4 | 92.7 | 93.8 | 94.1 | 71.2 | 92.5 | 94.2 | 95.7 | 74.3 | 90 | 74.2 | 95.4 | 96.2 | 92.1 | 97.9 | 66.9 | 93.5 | 73.7 | 97.5 | 87.6 | - | |
2022.06 | 88.4 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.06 | 88.3 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.11 | 88.3 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.06 | 88.2 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.06 | 87.9 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
Showing 100 of 125 rows