Image Classification on Office-Home (test)
89.04Mean Accuracy
SDFed
Updated 22d ago
Evaluation Results
| Method | Links | |||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
2026.02 | 89.04 | - | - | - | - | - | - | - | - | - | - | - | - | - | 88.64 | 78.48 | 95.82 | 93.23 | - | - | - | - | - | - | - | - | - | |
2026.02 | 88.19 | - | - | - | - | - | - | - | - | - | - | - | - | - | 87.45 | 77.16 | 95.24 | 92.91 | - | - | - | - | - | - | - | - | - | |
2026.02 | 87.61 | - | - | - | - | - | - | - | - | - | - | - | - | - | 87.69 | 74.54 | 95.81 | 92.39 | - | - | - | - | - | - | - | - | - | |
2026.02 | 87.43 | - | - | - | - | - | - | - | - | - | - | - | - | - | 87.86 | 74.25 | 95.27 | 92.35 | - | - | - | - | - | - | - | - | - | |
2025.12 | 86.01 | - | - | - | 81.13 | 88.19 | 88.69 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2026.02 | 85.77 | - | - | - | - | - | - | - | - | - | - | - | - | - | 82.27 | 76.32 | 94.75 | 89.75 | - | - | - | - | - | - | - | - | - | |
2026.04 | 84.5 | 73.2 | 91.4 | 89.7 | 83.6 | 91 | 89.8 | 80.8 | 73.8 | 90 | 84.3 | 74.2 | 92.3 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2026.02 | 84.38 | - | - | - | - | - | - | - | - | - | - | - | - | - | 85.32 | 69.26 | 92.37 | 90.57 | - | - | - | - | - | - | - | - | - | |
2025.12 | 84.15 | - | - | - | 79.42 | 85.67 | 87.34 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2026.02 | 84.07 | - | - | - | - | - | - | - | - | - | - | - | - | - | 83.12 | 73.56 | 91.45 | 88.14 | - | - | - | - | - | - | - | - | - | |
2025.12 | 83.67 | - | - | - | 79.81 | 85.1 | 86.12 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.02 | 83.58 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 83.46 | - | - | - | 78.88 | 84.83 | 86.68 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 83.18 | - | - | - | 78.97 | 84.33 | 86.24 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2026.04 | 83.1 | 70.6 | 90.6 | 88.8 | 82.5 | 90.6 | 88.8 | 80.9 | 70.1 | 88.9 | 83.4 | 70.5 | 91.2 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2026.02 | 82.64 | - | - | - | - | - | - | - | - | - | - | - | - | - | 81.56 | 71.34 | 90.52 | 87.12 | - | - | - | - | - | - | - | - | - | |
2026.02 | 81.68 | - | - | - | - | - | - | - | - | - | - | - | - | - | 81.35 | 68.51 | 90.12 | 86.72 | - | - | - | - | - | - | - | - | - | |
2023.02 | 81.64 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2026.02 | 81.43 | - | - | - | - | - | - | - | - | - | - | - | - | - | 81.42 | 68.12 | 89.65 | 86.54 | - | - | - | - | - | - | - | - | - | |
2026.04 | 80.3 | 65.6 | 87.8 | 91 | 78.6 | 79.3 | 87.6 | 80.2 | 65.9 | 87.3 | 83.2 | 69.1 | 88.7 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2026.04 | 80 | 66.6 | 86.8 | 87.5 | 77.2 | 88.1 | 87.1 | 77.1 | 65.9 | 88.5 | 78.7 | 68 | 89.1 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2026.04 | 79.7 | 67.7 | 82.7 | 86.1 | 76.5 | 88 | 86.3 | 73.6 | 69.4 | 87.1 | 79.3 | 70.5 | 89.7 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2026.04 | 79.7 | 71.6 | 87.7 | 88 | 72.3 | 83.5 | 86.4 | 73.7 | 67 | 87.7 | 77.1 | 70.9 | 90.8 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2026.02 | 79.56 | - | - | - | - | - | - | - | - | - | - | - | - | - | 76.12 | 70.21 | 88.34 | 83.56 | - | - | - | - | - | - | - | - | - | |
2026.04 | 79.5 | 64.7 | 84 | 86.4 | 79.4 | 87.3 | 85.4 | 78.1 | 65.8 | 87.6 | 81.6 | 65 | 88.5 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2026.04 | 79.5 | 55 | 83.4 | 86.7 | 78.3 | 86.5 | 85.1 | 77.1 | 69.9 | 87.2 | 90.9 | 65.5 | 88.4 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2026.04 | 79.5 | 69.4 | 83 | 84.9 | 76.4 | 85.2 | 84.6 | 73.3 | 71.1 | 86.3 | 79 | 72.1 | 88.7 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 79.45 | - | - | - | 73.86 | 80.45 | 84.03 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2020.12 | 78 | 75.8 | 88.3 | 81.6 | 66.4 | 88.3 | 81.6 | 66.4 | 75.8 | 81.6 | 66.4 | 75.8 | 88.3 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2026.02 | 77.88 | - | - | - | - | - | - | - | - | - | - | - | - | - | 78.64 | 62.15 | 86.42 | 84.31 | - | - | - | - | - | - | - | - | - | |
2025.12 | 76.88 | - | - | - | 70.58 | 78.06 | 81.99 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 76.59 | - | - | - | - | - | - | - | - | - | 79.68 | 60.96 | 89.12 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2024.02 | 73.9 | 60.1 | 80.5 | 82.8 | 70.2 | 80.3 | 81.1 | 69.5 | 56.7 | 82.8 | 75 | 61.4 | 85.9 | - | - | - | - | - | - | - | - | - | - | - | - | - | 21.692 | |
2024.02 | 73.7 | 60.9 | 79.9 | 82.1 | 68.8 | 80.1 | 80.3 | 67.9 | 59.4 | 83.3 | 73.4 | 61.8 | 85.9 | - | - | - | - | - | - | - | - | - | - | - | - | - | 16.609 | |
2026.04 | 73.6 | 58.2 | 81.2 | 82.5 | 69.8 | 78.6 | 80.3 | 68.4 | 58.6 | 82.5 | 75.6 | 60.8 | 86.1 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 73.57 | - | - | - | - | - | - | - | - | - | 78.86 | 55.26 | 86.59 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2026.04 | 73.5 | 59.3 | 80.3 | 82.1 | 70.6 | 79.4 | 80.9 | 69.8 | 56.8 | 82.1 | 74.5 | 61.2 | 85.3 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2024.02 | 73.5 | 60.1 | 80 | 82.8 | 70.2 | 78.9 | 80.2 | 69.1 | 56.6 | 82.8 | 74.8 | 61 | 85.6 | - | - | - | - | - | - | - | - | - | - | - | - | - | 20.037 | |
2025.12 | 73.38 | - | - | - | - | - | - | - | - | - | 77.12 | 57.06 | 85.92 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2024.02 | 73.2 | 60.4 | 79.8 | 82 | 68.6 | 79.2 | 80.2 | 67.8 | 58.8 | 83.1 | 71 | 61.5 | 85.6 | - | - | - | - | - | - | - | - | - | - | - | - | - | 16.57 | |
2025.12 | 73.08 | - | - | - | - | - | - | - | - | - | 77.55 | 55.01 | 86.68 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2026.04 | 73 | 58.2 | 80.3 | 81.5 | 69.3 | 79 | 80.7 | 69 | 56.8 | 82.7 | 74.7 | 60.6 | 85 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.04 | 72.9 | 59.7 | 79.5 | 82.4 | 69.7 | 78.6 | 79.2 | 66.1 | 57.2 | 82.6 | 73.9 | 60.8 | 85.5 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2019.04 | 72.8 | - | - | - | - | - | - | - | - | - | - | - | - | 10 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.04 | 72.8 | 58.4 | 79 | 82.4 | 67.5 | 79.3 | 78.9 | 68 | 56.2 | 82.9 | 74.1 | 60.5 | 85 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2024.02 | 72.8 | 57.7 | 78.6 | 82.4 | 68.7 | 80.2 | 80 | 67.2 | 57.8 | 82.9 | 72.8 | 59.7 | 85.5 | - | - | - | - | - | - | - | - | - | - | - | - | - | 5.84 | |
2022.04 | 72.7 | 58.1 | 77.3 | 80.4 | 67.7 | 79.5 | 78.1 | 65.8 | 57.9 | 81.7 | 76.4 | 62.9 | 86.7 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2026.04 | 72.7 | 59.3 | 79.3 | 82.1 | 68.9 | 79.8 | 79.5 | 67.2 | 57.4 | 83.1 | 72.1 | 58.5 | 85.4 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2026.04 | 72.6 | 58.4 | 78.7 | 81.5 | 69.2 | 79.5 | 79.3 | 66.3 | 58 | 82.6 | 73.4 | 59.8 | 85.1 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2026.04 | 72.5 | 56.9 | 78.4 | 81 | 69.1 | 80 | 79.9 | 67.7 | 57.2 | 82.4 | 72.8 | 60.5 | 84.5 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2026.04 | 72.5 | 57.3 | 79.1 | 81.6 | 68.4 | 78.2 | 78.7 | 69.5 | 56.5 | 81.9 | 74 | 59.9 | 85.1 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 72.32 | - | - | - | - | - | - | - | - | - | 76.59 | 54.25 | 86.12 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2024.02 | 72.3 | 57.4 | 79.2 | 81.8 | 68.3 | 78.9 | 78.8 | 68.2 | 55.9 | 81.8 | 74.1 | 59.2 | 84.6 | - | - | - | - | - | - | - | - | - | - | - | - | - | 6.071 | |
2026.04 | 72.2 | 57.7 | 80.3 | 82 | 68.1 | 79.8 | 78.6 | 65.3 | 56.4 | 83 | 71 | 58.6 | 85.6 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2024.02 | 72.2 | 56.1 | 77.5 | 80.7 | 67.9 | 80.1 | 79.9 | 67.2 | 57.7 | 82.5 | 72.6 | 59.7 | 85 | - | - | - | - | - | - | - | - | - | - | - | - | - | 2.522 | |
2026.04 | 71.9 | 56.7 | 77.9 | 80.6 | 68 | 78 | 79.4 | 67.9 | 54.5 | 82.3 | 74.2 | 58.6 | 84.5 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.04 | 71.8 | 57.1 | 78.1 | 81.5 | 68 | 78.2 | 78.1 | 67.4 | 54.9 | 82.2 | 73.3 | 58.8 | 84.3 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.04 | 71.3 | 52.3 | 76.3 | 81 | 69.5 | 76.2 | 78 | 68.7 | 53.8 | 81.7 | 76.3 | 57.1 | 85 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.04 | 71.3 | 57.9 | 78.6 | 81 | 66.7 | 77.2 | 77.2 | 65.6 | 56 | 82.2 | 72 | 57.8 | 83.4 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.04 | 71.2 | 57.6 | 75.8 | 80.7 | 64.3 | 76.3 | 75.1 | 66.7 | 55.7 | 81.2 | 75.7 | 61.9 | 83.8 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2024.02 | 71 | 54.9 | 79.2 | 81.7 | 67.1 | 76.6 | 78.2 | 67.6 | 52.5 | 81.5 | 72.9 | 56.3 | 83.7 | - | - | - | - | - | - | - | - | - | - | - | - | - | 5.515 | |
2022.04 | 70.9 | 53.2 | 77.7 | 81.3 | 66.4 | 74 | 76.5 | 67.9 | 53 | 82 | 75.8 | 57.8 | 85.4 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.10 | 70.9 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.12 | 70.6 | 56.8 | 75.9 | 80.5 | 64.4 | 73.5 | 73.7 | 65.6 | 55.2 | 81.3 | 75.2 | 61.1 | 83.9 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2019.03 | 70.45 | 59.24 | 77.03 | 79.54 | 62.92 | 65.73 | 75.01 | 68.29 | 55.37 | 84.37 | 75.72 | 57.66 | 84.54 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.04 | 70.4 | 57 | 74.7 | 79.8 | 64.6 | 74.1 | 74.6 | 65.2 | 55.1 | 81 | 74.6 | 59.7 | 84.3 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.04 | 70.3 | 61.3 | 76.1 | 79.4 | 65.4 | 73.3 | 74.3 | 65 | 53.2 | 80 | 72.2 | 60.6 | 83.1 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2019.06 | 70.2 | 56.9 | 76.4 | 80.7 | 61.3 | 75.2 | 75.2 | 63.2 | 54.5 | 80.7 | 73.9 | 61.5 | 84.1 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2019.06 | 70.1 | 56.9 | 75.4 | 80.2 | 61.7 | 74.6 | 74.9 | 62.9 | 54.4 | 80.9 | 74.3 | 61.1 | 84.4 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.06 | 69.7 | 54.9 | 74.7 | 79.3 | 65.7 | 74 | 74.5 | 63.3 | 55.8 | 79.2 | 73.1 | 58.4 | 83.9 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.06 | 69.5 | 59.5 | 72 | 76.8 | 66.1 | 71.1 | 73.4 | 63.7 | 56.2 | 77.8 | 72.4 | 63 | 81.9 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.12 | 69.4 | 55.2 | 74.4 | 79 | 61.9 | 72.4 | 72.9 | 62.1 | 55.8 | 81.1 | 74.4 | 61.1 | 82.4 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 69.34 | - | - | - | - | - | - | - | - | - | 74.85 | 48.12 | 85.03 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.10 | 69.2 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.10 | 68.7 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.03 | 68.67 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
| 68.56 | - | - | - | - | - | - | - | - | - | - | - | - | - | 62.63 | 55.79 | 76.86 | 78.98 | - | - | - | - | - | - | - | - | - | ||
2021.12 | 68.4 | 56.8 | 75.5 | 78.9 | 61.3 | 69.4 | 74.9 | 61.3 | 52.6 | 79.9 | 73.3 | 54.2 | 83.2 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.03 | 68.29 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.12 | 68.1 | 54.9 | 73.7 | 77.8 | 60 | 71.4 | 71.8 | 61.2 | 53.6 | 78.1 | 72.5 | 60.2 | 82.3 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 68.02 | - | - | - | - | - | - | - | - | - | 73.79 | 46.17 | 84.1 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.03 | 67.96 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.12 | 67.9 | 52.3 | 73.9 | 80 | 63.3 | 72.9 | 74.9 | 61.7 | 49.5 | 79.7 | 70.5 | 53.6 | 82.2 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.12 | 67.8 | 55.2 | 70.5 | 77.6 | 61.5 | 70 | 70 | 58.7 | 55.7 | 78.5 | 73.3 | 61 | 81.7 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.03 | 67.39 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.03 | 67.37 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2019.09 | 67.3 | 54.9 | 75.9 | 77.2 | 58.1 | 73.3 | 71.5 | 59 | 52.6 | 77.8 | 67.9 | 57.6 | 81.8 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.03 | 67.13 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.10 | 67.1 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.10 | 67 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2026.04 | 66.9 | 49.1 | 73.5 | 78.2 | 62.9 | 73.5 | 74.5 | 62.2 | 48.3 | 78.6 | 68.6 | 51.8 | 81.5 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.06 | 66.8 | 58.9 | 68.2 | 74.1 | 60.6 | 67.1 | 67.2 | 57.3 | 59.2 | 74.4 | 68.6 | 63.9 | 82.7 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.10 | 66.8 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.12 | 66.3 | 52 | 68.6 | 76.1 | 58 | 70.3 | 70.2 | 58.6 | 50.2 | 77.6 | 72.2 | 59.3 | 81.9 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.03 | 66.21 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.12 | 66.2 | 51.2 | 71.2 | 76 | 65.1 | 72.9 | 72.8 | 55.4 | 48.9 | 76.5 | 70.9 | 53.4 | 80.4 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.10 | 66.2 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.10 | 66.2 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.03 | 66.19 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2020.12 | 66.1 | 49.7 | 75 | 76 | 60.4 | 76.1 | 73.6 | 59.8 | 47.5 | 77.6 | 65.4 | 51.1 | 81.7 | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
Showing 100 of 363 rows