Generalized Category Discovery on Stanford Cars
91.1Accuracy (All)
ZS CLIP H/14
Updated 12d ago
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
2026.02 | 91.1 | - | - | 93.9 | 89.8 | - | |
2026.02 | 89.2 | - | - | 93.1 | 87.3 | - | |
2026.02 | 89.2 | - | - | 93.1 | 87.3 | - | |
2026.02 | 89.1 | - | - | 92.6 | 87.4 | - | |
2026.02 | 86.9 | - | - | 87.4 | 86.7 | - | |
2025.09 | 86.9 | - | - | 87.4 | 86.7 | - | |
2026.02 | 86.2 | - | - | 91.2 | 83.8 | - | |
2026.02 | 86.1 | - | - | 91.8 | 83.9 | - | |
2026.02 | 86.1 | - | - | 91.8 | 83.9 | - | |
2025.04 | 83.8 | - | - | 93.3 | 79.2 | - | |
2025.09 | 83.8 | - | - | 93.3 | 79.2 | - | |
2025.04 | 82.5 | - | - | 85.8 | 81 | - | |
2025.09 | 82.5 | - | - | 85.8 | 81 | - | |
2025.09 | 82.5 | - | - | 91.8 | 78 | - | |
2025.04 | 82.2 | - | - | 93.7 | 76.7 | - | |
2025.09 | 82.2 | - | - | 93.7 | 76.7 | - | |
2025.09 | 81.7 | - | - | 92.1 | 76.6 | - | |
2025.09 | 81.1 | - | - | 90.9 | 79.3 | - | |
2025.09 | 80.5 | - | - | 92.7 | 74.6 | - | |
2025.09 | 80.1 | - | - | 92 | 73.5 | - | |
2026.03 | 80 | - | - | 90.3 | 75 | - | |
2026.03 | 79.9 | - | - | 90.5 | 74.7 | - | |
2026.03 | 79.9 | - | - | 90.5 | 74.7 | - | |
2025.09 | 79.8 | - | - | 93.1 | 73.3 | - | |
2025.09 | 79.5 | - | - | 91.8 | 73.5 | - | |
2026.03 | 79 | - | - | 90.8 | 73.6 | - | |
2025.09 | 78.9 | - | - | 91.5 | 72.8 | - | |
2025.09 | 78.8 | - | - | 90.3 | 73.3 | - | |
2026.02 | 78.5 | - | - | 86.8 | 74.5 | - | |
2026.02 | 78.5 | - | - | 86.8 | 74.5 | - | |
2026.02 | 78.5 | - | - | 86.8 | 74.5 | - | |
2026.03 | 78.5 | - | - | 86.8 | 74.5 | - | |
2025.09 | 78.5 | - | - | 86.8 | 74.5 | - | |
2025.09 | 78.5 | - | - | 86.5 | 74.6 | - | |
2026.03 | 78.3 | - | - | 86.3 | 74.4 | - | |
2025.09 | 78.2 | - | - | 88.7 | 73.1 | - | |
2025.09 | 78 | - | - | 88 | 73.2 | - | |
2026.03 | 77.9 | - | - | 89 | 72.6 | - | |
2025.09 | 77.7 | - | - | 88.7 | 72.4 | - | |
2025.09 | 77.6 | - | - | 90.5 | 71.5 | - | |
2026.03 | 77.2 | - | - | 87.3 | 72.3 | - | |
2026.03 | 77.2 | - | - | 87.3 | 72.3 | - | |
2025.09 | 76.5 | - | - | 89.6 | 70.2 | - | |
2025.09 | 76.2 | - | - | 88.3 | 70.4 | - | |
2025.04 | 76.1 | - | - | 91 | 68.9 | - | |
2025.09 | 76.1 | - | - | 91 | 68.9 | - | |
2026.02 | 75.9 | - | - | 81.4 | 73.1 | - | |
2025.09 | 75.5 | - | - | 86.2 | 70.3 | - | |
2025.09 | 75.5 | - | - | 89.6 | 68.7 | - | |
2025.09 | 75.4 | - | - | 87.7 | 69.5 | - | |
2026.03 | 74.2 | - | - | 84.3 | 69.3 | - | |
2025.09 | 74.2 | - | - | 84.3 | 69.3 | - | |
2025.09 | 73.9 | - | - | 79.4 | 71.3 | - | |
2025.09 | 73.4 | - | - | 87.6 | 66.7 | - | |
2025.04 | 72.8 | - | - | 80.4 | 69.1 | - | |
2025.09 | 72.3 | - | - | 82 | 67.5 | - | |
2025.04 | 71.5 | - | - | 81.9 | 66.6 | - | |
2025.09 | 71.5 | - | - | 81.9 | 66.6 | - | |
2026.02 | 70.6 | - | - | 88.2 | 62.2 | - | |
2025.09 | 70.6 | - | - | 88.2 | 62.2 | - | |
2025.09 | 70 | - | - | 83.4 | 63.5 | - | |
2026.03 | 69.4 | - | - | 82.2 | 62.9 | - | |
2026.03 | 68.8 | - | - | 68.4 | 69 | - | |
2025.04 | 66.7 | - | - | 77 | 61.8 | - | |
2025.09 | 66.7 | - | - | 77 | 61.8 | - | |
2025.12 | 65.9 | - | - | 71 | 63.4 | - | |
2025.04 | 65.7 | - | - | 67.8 | 64.7 | - | |
2025.09 | 65.7 | - | - | 67.8 | 64.7 | - | |
| 65.5 | - | - | 79.7 | 58.8 | - | ||
2026.05 | 65.5 | - | - | 81 | 57.8 | - | |
2026.02 | 65.3 | - | - | 81.6 | 57.4 | - | |
2026.05 | 65.3 | - | - | 81.6 | 57.4 | - | |
2025.12 | 65.2 | - | - | 79.7 | 58.8 | - | |
2025.09 | 65.1 | - | - | 75.9 | 59.8 | - | |
2026.03 | 64.9 | - | - | 79.3 | 58 | - | |
2025.03 | 64.6 | 80.9 | 56.7 | - | - | - | |
2025.12 | 64.4 | - | - | 77.8 | 57.9 | - | |
2025.12 | 64 | - | - | 70 | 61.1 | - | |
2025.04 | 62.9 | - | - | 80 | 54.7 | - | |
2026.02 | 62.9 | - | - | 80 | 54.7 | - | |
2025.04 | 62.8 | - | - | 73.4 | 57.7 | - | |
2026.02 | 62.8 | - | - | 77.1 | 55.7 | - | |
2025.12 | 62.7 | - | - | 75.4 | 56.6 | - | |
2026.03 | 62.5 | - | - | 73.9 | 57 | - | |
2026.02 | 61.3 | - | - | 67.6 | 58.2 | - | |
2026.01 | 59.5 | - | - | 78.4 | 42.1 | - | |
2025.03 | 59 | 79.2 | 49.3 | - | - | - | |
2025.04 | 59 | - | - | 79.2 | 49.3 | - | |
2025.12 | 59 | - | - | 79.2 | 49.3 | - | |
2026.02 | 59 | - | - | 79.2 | 49.3 | - | |
2026.02 | 59 | - | - | 79.2 | 49.3 | - | |
2026.05 | 59 | - | - | 79.2 | 49.3 | - | |
2025.09 | 59 | - | - | 50.8 | 63.1 | - | |
2025.04 | 58.5 | - | - | 75.6 | 50.3 | - | |
2026.02 | 58.5 | - | - | 75.6 | 50.3 | - | |
2026.02 | 58.5 | - | - | 75.6 | 50.3 | - | |
2026.03 | 58.5 | - | - | 75.6 | 50.3 | - | |
2025.01 | 57.3 | 75.7 | 48.4 | - | - | - | |
2025.03 | 57.3 | 75.7 | 48.4 | - | - | - | |
2026.01 | 57.3 | - | - | 75.7 | 48.4 | - |
Showing 100 of 209 rows