Image Classification on SUN397, Cars, RESISC45, EuroSAT, SVHN, GTSRB, MNIST, DTD (test)
99.4SUN397
TIES
Updated 4d ago
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
2025.12 | 99.4 | 82.4 | 70.9 | 50.8 | 40.5 | 39 | 50.3 | 72.8 | 63.7 | - | |
2025.12 | 99.3 | 80.2 | 70.5 | 37.9 | 43 | 47.3 | 43.1 | 71.3 | 60.9 | - | |
2025.12 | 98.5 | 88.1 | 98.1 | 65.9 | 85.1 | 61.3 | 88.3 | 82.3 | 83.5 | - | |
2025.12 | 97.9 | 81.8 | 70.2 | 50.7 | 41 | 40.3 | 53.2 | 75.9 | 63.9 | - | |
2025.12 | 97.5 | 82 | 71.5 | 48.8 | 41.2 | 42.1 | 53.1 | 73.6 | 63.7 | - | |
2025.12 | 96.7 | 81.4 | 70.7 | 50.8 | 40.4 | 39.2 | 55 | 74.5 | 63.7 | - | |
2025.12 | 83.3 | 91.3 | 95.9 | 99 | 95.5 | 98.5 | 99.5 | 83.1 | 93.3 | - | |
2024.05 | 83.2 | 90.7 | 96.8 | 99.7 | 97.9 | 99.1 | 99.7 | 82.7 | 93.7 | - | |
2024.05 | 82.3 | 92.4 | 97.4 | 100 | 98.1 | 99.2 | 99.7 | 84.1 | 94.2 | - | |
2025.12 | 82.2 | 89.7 | 94.6 | 98.9 | 95.3 | 98 | 99.5 | 81 | 92.4 | - | |
2025.12 | 82 | 90.9 | 94.8 | 98.7 | 91.4 | 95.5 | 99.3 | 79.1 | 91.4 | - | |
2025.12 | 81.3 | 91.1 | 94.7 | 98.6 | 89.4 | 95.3 | 99.2 | 77.9 | 90.9 | - | |
2024.05 | 80.8 | 90.6 | 96.3 | 96.3 | 97.6 | 99.1 | 99.6 | 84.4 | 93.5 | - | |
2026.02 | 79.86 | 91.53 | 95.65 | 98.69 | 97.45 | 98.64 | 99.61 | 82.24 | 92.96 | 34.2 | |
2024.05 | 79.4 | 90.3 | 91.6 | 97.4 | 93.4 | 97.5 | 99 | 79.2 | 91 | - | |
2025.12 | 79.1 | 84.6 | 94 | 98.1 | 90.1 | 95.8 | 99.1 | 78.9 | 90 | - | |
2024.05 | 79 | 90.3 | 90.8 | 96.2 | 93.4 | 98 | 99 | 79.9 | 90.8 | - | |
2024.05 | 78.6 | 82.6 | 95.5 | 99.2 | 97.6 | 98.8 | 99.6 | 78.3 | 91.3 | - | |
2025.12 | 78.1 | 82.3 | 91.9 | 96.9 | 88.3 | 91.9 | 98.8 | 71.9 | 87.5 | - | |
2025.12 | 77.9 | 83.2 | 92 | 96.4 | 84.9 | 91.3 | 98.4 | 71.1 | 86.9 | - | |
2025.12 | 77.6 | 77.3 | 91.6 | 95 | 80 | 89.9 | 98.7 | 74.4 | 85.6 | - | |
2025.12 | 77.6 | 82.2 | 92.5 | 97.9 | 92.2 | 94.5 | 99.3 | 77.2 | 89.2 | - | |
2025.12 | 77.2 | 76.2 | 91.2 | 95.8 | 83.9 | 91.6 | 98.9 | 74.4 | 86.2 | - | |
2026.02 | 76.76 | 87.65 | 92.59 | 98.96 | 91.08 | 98.63 | 99.63 | 77.81 | 90.39 | 31.63 | |
2024.05 | 76.5 | 85 | 89.3 | 95.7 | 90.3 | 83.3 | 99 | 68.8 | 86 | - | |
2025.12 | 75.6 | 74.2 | 89.8 | 96.8 | 88.9 | 92.4 | 99.2 | 73.6 | 86.3 | - | |
2024.05 | 75.3 | 77.7 | 96.1 | 99.7 | 97.5 | 98.7 | 99.7 | 79.4 | 90.5 | - | |
2025.12 | 75.3 | 77.7 | 96.1 | 99.7 | 97.5 | 98.7 | 99.7 | 79.4 | 90.5 | - | |
2024.05 | 75.2 | 72.8 | 93.5 | 99.5 | 96.9 | 98.1 | 99.6 | 74.4 | 88.7 | - | |
2025.12 | 75.2 | 74.8 | 88.3 | 92.6 | 78.7 | 83 | 97.6 | 68.2 | 82.3 | - | |
2025.12 | 74.9 | 74.2 | 88.7 | 96.4 | 87.8 | 90.9 | 99.1 | 70.8 | 85.3 | - | |
2025.12 | 74.9 | 75 | 87.1 | 89.9 | 71.6 | 80.2 | 96.4 | 66.6 | 80.2 | - | |
2025.12 | 74.8 | 74.1 | 87.9 | 92.9 | 83.1 | 86 | 98.2 | 67.9 | 83.1 | - | |
2025.12 | 74.4 | 74.4 | 87.2 | 90.4 | 76.8 | 83.3 | 97.4 | 67 | 81.3 | - | |
2024.05 | 74.1 | 82.1 | 86.7 | 93.8 | 87.9 | 86.8 | 98.9 | 65.6 | 84.5 | - | |
2024.05 | 73.9 | 74.4 | 93.9 | 98.2 | 95.8 | 98.9 | 99.5 | 77.9 | 88.9 | - | |
2025.12 | 73.9 | 74.4 | 93.9 | 98.2 | 95.8 | 98.9 | 99.5 | 77.9 | 88.9 | - | |
2024.05 | 73.3 | 81.8 | 86.1 | 97 | 88 | 84.2 | 98.5 | 60.8 | 83.7 | - | |
2024.05 | 72.1 | 81.6 | 82.6 | 91.9 | 78.2 | 70.7 | 97.1 | 62.8 | 79.6 | - | |
2025.12 | 72.1 | 75 | 87.7 | 95.6 | 89.9 | 91.1 | 99.1 | 70.2 | 85.1 | - | |
2025.12 | 71.9 | 74.8 | 87.9 | 95.6 | 90.5 | 91.4 | 99.2 | 71 | 85.3 | - | |
2024.05 | 71.8 | 80.8 | 84.1 | 94.3 | 91.9 | 94.5 | 98.7 | 69.8 | 85.7 | - | |
2026.02 | 70.65 | 85.04 | 69.27 | 67.01 | 62.52 | 61.01 | 76.66 | 60.48 | 69.08 | 10.32 | |
2026.02 | 70.42 | 84.93 | 68.73 | 65.91 | 61.59 | 61.23 | 74.46 | 59.52 | 68.35 | 9.59 | |
2026.02 | 70.35 | 84.85 | 68.4 | 63.59 | 59.61 | 60.46 | 67.01 | 58.83 | 66.64 | 7.88 | |
2024.05 | 70.2 | 80.7 | 81.6 | 94.8 | 91.6 | 95.8 | 98.5 | 66.2 | 84.9 | - | |
2025.12 | 70.2 | 71.8 | 86.2 | 94.7 | 91.3 | 91.8 | 99.3 | 69.4 | 84.3 | - | |
2026.02 | 70.12 | 84.89 | 68.12 | 64.03 | 59.3 | 59.55 | 68.97 | 57.86 | 66.6 | 7.84 | |
2026.02 | 69.85 | 82.51 | 64.24 | 52.25 | 44.82 | 50.12 | 27.72 | 56.92 | 56.8 | -1.96 | |
2026.02 | 69.61 | 84.31 | 65.44 | 51.53 | 39.49 | 49.79 | 57.33 | 55.53 | 59.13 | 0.37 | |
2026.02 | 69.6 | 84.56 | 65.65 | 50.63 | 38.96 | 49.65 | 57.39 | 55.58 | 59 | 0.24 | |
2026.02 | 69.6 | 84.62 | 66.98 | 60.41 | 56.8 | 56.62 | 64.49 | 57.23 | 64.59 | 5.83 | |
2026.02 | 69.55 | 84.26 | 65.54 | 50.79 | 39.24 | 49.69 | 56.92 | 55.37 | 58.92 | 0.16 | |
2026.02 | 69.51 | 84.41 | 65.6 | 50.96 | 39.41 | 49.75 | 56.62 | 55.48 | 58.97 | 0.21 | |
2026.02 | 69.46 | 84.52 | 65.14 | 48.82 | 38.17 | 48.45 | 58.52 | 54.94 | 58.5 | -0.26 | |
2024.05 | 69.2 | 88.6 | 87.5 | 93.5 | 80.6 | 74.8 | 93.3 | 70 | 82.2 | - | |
2024.05 | 69.1 | 72.5 | 80.5 | 84 | 85 | 71.5 | 98.1 | 54.9 | 77 | - | |
2025.12 | 69.1 | 70.8 | 85.5 | 94.2 | 92 | 91.9 | 99.2 | 69.1 | 84 | - | |
2026.02 | 68.88 | 77.59 | 64.22 | 44.34 | 41.92 | 48.19 | 20.44 | 56.43 | 52.25 | -6.51 | |
2026.02 | 68.76 | 81.83 | 64.52 | 53.04 | 46.23 | 50.11 | 55.13 | 57.18 | 59.6 | 0.84 | |
2026.02 | 68.76 | 82.12 | 65.53 | 54.51 | 46.16 | 50.34 | 56.97 | 57.93 | 60.29 | 1.53 | |
2026.02 | 68.67 | 84.53 | 64.53 | 50.92 | 39.23 | 49.63 | 57.06 | 55.48 | 58.76 | 0 | |
2024.05 | 68.6 | 69.2 | 70.7 | 66.4 | 72.9 | 51.1 | 87.9 | 59.9 | 68.3 | - | |
2026.02 | 68.49 | 82.29 | 63.55 | 47.83 | 38.24 | 50.23 | 54.68 | 56.12 | 57.68 | -1.08 | |
2025.12 | 67 | 66.5 | 79.7 | 88.1 | 89 | 76.1 | 98.7 | 59.5 | 78.1 | - | |
2025.12 | 66.8 | 67 | 79.7 | 92 | 86.4 | 81.1 | 98.6 | 59.7 | 78.9 | - | |
2024.05 | 66.6 | 68.3 | 82.2 | 94.2 | 89.6 | 89 | 98.3 | 60.6 | 81.1 | - | |
2024.05 | 65.3 | 63.4 | 71.4 | 71.7 | 64.2 | 52.8 | 87.5 | 50.1 | 65.8 | - | |
2024.05 | 65.3 | 63.5 | 75.6 | 78.6 | 78.1 | 67.4 | 93.7 | 52 | 71.8 | - | |
2025.12 | 65.3 | 63.4 | 71.4 | 71.7 | 64.2 | 52.8 | 87.5 | 50.1 | 65.8 | - | |
2024.05 | 64.8 | 62.9 | 74.3 | 78.9 | 83.1 | 71.4 | 97.6 | 56.2 | 73.6 | - | |
2026.02 | 64.79 | 69.61 | 54.73 | 14.29 | 14.54 | 31.66 | 40.49 | 48.94 | 42.38 | -16.38 | |
2024.05 | 64.5 | 68.1 | 79.2 | 93.8 | 87 | 91.9 | 97.5 | 59.1 | 80.1 | - | |
2025.12 | 64.5 | 74 | 88.4 | 99 | 96.2 | 92.7 | 99.3 | 58.3 | 84.1 | - | |
2024.05 | 63.8 | 62.1 | 72 | 77.6 | 74.4 | 65.1 | 94 | 52.2 | 70.1 | - | |
2025.12 | 62.3 | 59.7 | 60.7 | 45.5 | 31.4 | 32.6 | 48.5 | 43.8 | 48 | - | |
2024.05 | 61.1 | 65.9 | 74 | 76.2 | 88 | 73.9 | 98.4 | 53 | 73.8 | - | |
2025.12 | 59.8 | 58.6 | 70.7 | 79.7 | 86.2 | 72.1 | 98.3 | 54.2 | 72.4 | - | |
2025.12 | 55.2 | 54.9 | 66.7 | 78.9 | 80.2 | 69.7 | 97.3 | 50.4 | 69.1 | - | |
2025.12 | 53.8 | 82.7 | 95.5 | 49.3 | 68 | 48.9 | 70.9 | 73.7 | 68 | - |