Multi-label Classification on ChestX-Ray14 (test)
84.7AUROC (%)
NSGANetV1-A3
Updated 2d ago
Evaluation Results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
2019.12 | 84.7 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2019.12 | 84.6 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2019.12 | 84.4 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2019.12 | 84.3 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.12 | 83.1 | 79.9 | 90.2 | 75.6 | 86.9 | 84.5 | 92 | 83.1 | 96.5 | 71.8 | 84.2 | 78 | 78.2 | 74.2 | 87.7 | - | |
2021.03 | 82.51 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.12 | 82.5 | 78.5 | 89.7 | 75.3 | 86 | 84 | 91.6 | 82.9 | 96.1 | 71.3 | 83.6 | 77.1 | 77.8 | 74 | 87.4 | - | |
2021.11 | 81.77 | 79.53 | 89.03 | 75.5 | 84.95 | 83.56 | 93.36 | 81.86 | 85.89 | 71.4 | 82.49 | 77.73 | 77.6 | 73.86 | 86.95 | - | |
2021.03 | 81.75 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.01 | 81.56 | 77.62 | 86.53 | 77.6 | 85.44 | 82.97 | 89.78 | 81.36 | 88.22 | 72.42 | 83.77 | 77.07 | 80 | 72.11 | 87.01 | - | |
2021.03 | 81.2 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2024.02 | 81.1 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2024.02 | 81.1 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.12 | 81.1 | 78.4 | 89.3 | 75.3 | 84 | 83.7 | 90.4 | 80.8 | 95.4 | 72.2 | 78.8 | 72.3 | 72.5 | 74.1 | 87.8 | - | |
2021.03 | 81.06 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.11 | 81.06 | 78.57 | 88.08 | 75.47 | 84.83 | 82.87 | 91.88 | 81.73 | 85.98 | 70.68 | 82.57 | 76.6 | 76.86 | 72.25 | 86.55 | - | |
2023.12 | 80.8 | 77.1 | 86.7 | 74.7 | 85.4 | 82.5 | 90.1 | 80.9 | 90.9 | 70.3 | 81.8 | 76.1 | 77.1 | 72.2 | 85.7 | - | |
2023.12 | 80.7 | 77.6 | 88.9 | 75 | 83.3 | 83.3 | 90.3 | 80.7 | 95.3 | 71.8 | 78.3 | 71.9 | 72.3 | 73.7 | 87.2 | - | |
2023.12 | 80.4 | 76.3 | 86.7 | 73.7 | 84.2 | 82.3 | 89.3 | 81.9 | 89.9 | 69.3 | 82.3 | 76.3 | 77 | 71.9 | 84 | - | |
2021.03 | 80.31 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.01 | 80.29 | 76.12 | 85.81 | 77.38 | 84.77 | 81.5 | 88.98 | 80.59 | 85.42 | 71.13 | 82.53 | 75.15 | 78.44 | 69.7 | 86.52 | - | |
2021.03 | 80.17 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.12 | 80.1 | 76.4 | 84.9 | 75.1 | 84.8 | 82.3 | 87.9 | 81.7 | 89.2 | 69.7 | 82 | 74.7 | 77.7 | 71.2 | 83.9 | - | |
2023.12 | 80 | 76 | 85.5 | 73.9 | 83.2 | 81.8 | 88.7 | 81.3 | 92.1 | 70 | 81.4 | 74.9 | 76.7 | 71.5 | 82.8 | - | |
2023.12 | 80 | 76.5 | 87.1 | 74.2 | 84.2 | 82.4 | 87.1 | 82.1 | 88.8 | 69.7 | 81.9 | 75.2 | 75.9 | 71 | 84.5 | - | |
2021.11 | 79.92 | 77.09 | 85.73 | 74.35 | 83.56 | 81.35 | 91 | 80.87 | 85.62 | 70.82 | 81.82 | 76.34 | 75.55 | 70.96 | 85.86 | - | |
2021.03 | 79.9 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2019.12 | 79.8 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2019.12 | 79.7 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.03 | 79.49 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2024.02 | 79.4 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.03 | 79.37 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.03 | 79.23 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.11 | 79.23 | 75.38 | 87.7 | 73.11 | 82.94 | 81.58 | 88.98 | 79.22 | 87.27 | 70.4 | 78.03 | 73.64 | 75.63 | 69.27 | 86.12 | - | |
2023.12 | 79.1 | 78.1 | 88.3 | 72.9 | 81.6 | 83.1 | 90.2 | 74.4 | 94.1 | 70.2 | 75.4 | 69.7 | 69.5 | 74 | 86.5 | - | |
2023.12 | 79 | 75 | 87.9 | 73.1 | 83.9 | 81.5 | 83.5 | 80.7 | 90.3 | 69.1 | 79.8 | 72.6 | 75.4 | 70.3 | 82.6 | - | |
2021.03 | 78.96 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2024.02 | 78.9 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.01 | 78.88 | 71.89 | 87.99 | 73.36 | 80.2 | 79.2 | 84.07 | 80.34 | 87.22 | 72.05 | 80.9 | 71.13 | 75.7 | 76.64 | 83.7 | - | |
2021.11 | 78.83 | 75.12 | 87.37 | 72.51 | 82.72 | 80.81 | 88.16 | 78.24 | 87.74 | 70.67 | 77.72 | 73.27 | 74.43 | 69.17 | 85.63 | - | |
2024.02 | 78.7 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.12 | 78.7 | 77 | 88.2 | 72.7 | 81.3 | 82.9 | 89.3 | 74.3 | 93.8 | 69.2 | 75.1 | 69.7 | 69.2 | 73.5 | 86.1 | - | |
2024.02 | 78.2 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.11 | 78.19 | 75.75 | 80.71 | 71.85 | 81.61 | 79.87 | 89.75 | 79.3 | 86.05 | 69.16 | 78.4 | 74.49 | 73.46 | 69.55 | 84.7 | - | |
2021.03 | 78 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.11 | 78 | 71.89 | 87.99 | 73.36 | 80.2 | 79.2 | 84.07 | 80.34 | 87.22 | 72.05 | 80.9 | 71.13 | 75.7 | 76.64 | 83.7 | - | |
2021.03 | 77.76 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.03 | 77.61 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2024.02 | 77.2 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.12 | 77.1 | 74 | 84.3 | 70.1 | 81.4 | 81.1 | 87.1 | 76.7 | 89.3 | 69.3 | 74.8 | 70 | 71.9 | 67.1 | 82.8 | - | |
2021.03 | 77.07 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.03 | 77.04 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.01 | 76.1 | 73.3 | 85.6 | 71.1 | 80.6 | 80.6 | 84.2 | 74.3 | 77.5 | 67.3 | 77.7 | 71.8 | 72.4 | 68.4 | 80.5 | - | |
2021.03 | 75.28 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.12 | 74.8 | 72.9 | 80.2 | 69.6 | 81.1 | 79.3 | 79.5 | 75.6 | 81.9 | 69.8 | 71.9 | 68.1 | 71.3 | 66.6 | 79.6 | - | |
2022.06 | 74.79 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.03 | 74.69 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.12 | 74.3 | 72.1 | 80.8 | 67.6 | 79.7 | 80 | 79.9 | 78.7 | 78.7 | 68.7 | 73.3 | 67.5 | 69.3 | 65.8 | 77.9 | - | |
2022.06 | 74.23 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.03 | 73.84 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2019.12 | 73.8 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.01 | 73.8 | 70.03 | 81 | 70.32 | 80.52 | 75.85 | 83.3 | 78.59 | 87.17 | 66.14 | 69.33 | 66.87 | 68.35 | 65.8 | 79.93 | - | |
2024.02 | 72.9 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.12 | 72.7 | 70.3 | 78.5 | 68.4 | 79.9 | 79 | 76.1 | 74.8 | 76.3 | 66.6 | 71.8 | 67.1 | 65.3 | 66.5 | 76.7 | - | |
2021.03 | 72.6 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2024.02 | 72.6 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.12 | 72.6 | 70.9 | 79.8 | 67.1 | 76.7 | 76.9 | 74.9 | 72.9 | 81 | 68.4 | 69.3 | 65.6 | 71.1 | 63 | 79.3 | - | |
2021.03 | 72.29 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.06 | 72.27 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2024.02 | 71.2 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2024.02 | 70.7 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.12 | 69.1 | 68.2 | 76.6 | 67.8 | 78 | 74.6 | 64.7 | 71.5 | 77.1 | 67.4 | 62.3 | 58 | 65.3 | 63.6 | 72.8 | - | |
2022.06 | 69.05 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.03 | 68 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.03 | 66.95 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.03 | 65.97 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.12 | 64.9 | 66 | 78.2 | 65.7 | 60.7 | 78.9 | 65.8 | 68 | 46.6 | 61.1 | 59.6 | 65.5 | 62.7 | 60.8 | 68.8 | - | |
2024.02 | 63.9 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.12 | 63.5 | 66.2 | 64.2 | 62.4 | 66.8 | 72.1 | 61.5 | 70.7 | 64.5 | 57 | 59 | 58.5 | 63.1 | 60 | 62.6 | - | |
2021.03 | 63 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2024.02 | 61 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.12 | 60.9 | 65.5 | 59 | 65.9 | 68.2 | 74.5 | 53.5 | 64.8 | 40 | 64.3 | 55 | 61.1 | 59.3 | 60.9 | 59.9 | - | |
2023.12 | 59.7 | 59.7 | 56.7 | 66.5 | 66.9 | 74.1 | 55 | 55.8 | 43.6 | 64.6 | 55.9 | 55.7 | 59.2 | 61.1 | 60.7 | - | |
2023.12 | 58.1 | 55.7 | 57.7 | 60.8 | 63.3 | 63.6 | 53.4 | 63.7 | 46 | 61.6 | 55 | 60.2 | 56.8 | 57.1 | 58.2 | - | |
2021.03 | 58 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.12 | 57.9 | 55.5 | 56.4 | 65.7 | 68.1 | 72.2 | 51.6 | 51.3 | 36 | 65 | 56.7 | 54.6 | 59.2 | 62.6 | 56 | - | |
2024.02 | 56.4 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.03 | 53 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.01 | - | 70.69 | 81.41 | - | - | 73.62 | - | - | - | 61.28 | 56.09 | 71.64 | - | 63.33 | 78.91 | - | |
2024.02 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | -14.62 | |
2024.02 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | -10.94 | |
2024.02 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | -11.69 | |
2024.02 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | -14.79 | |
2024.02 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | -13.95 | |
2024.02 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | -14.44 | |
2024.02 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | -13.43 | |
2024.02 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | -14.49 | |
2024.02 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | -8.23 | |
2024.02 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | -13.23 | |
2024.02 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | -3.89 |
Showing 100 of 102 rows