Generalized Category Discovery on Herbarium19
50.3Score (All Categories)
SimGCD-CLIP + AL-GCD
Updated 26d ago
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
2026.03 | 50.3 | 63.6 | 43.1 | |
2026.03 | 49.7 | 64.5 | 41.7 | |
| 49.6 | 61.9 | 43 | ||
2026.01 | 48.5 | 61.2 | 36 | |
2026.03 | 47.9 | 62.3 | 39.9 | |
2026.03 | 47.7 | 59 | 41.6 | |
2026.03 | 46.4 | 61.2 | 38.4 | |
2023.11 | 45.8 | 61.9 | 37.2 | |
2025.12 | 45.8 | 61.9 | 37.2 | |
2026.01 | 45.6 | 57.8 | 39 | |
2026.03 | 45.3 | 61.2 | 36.7 | |
2025.01 | 45.1 | 57.4 | 38.4 | |
2026.01 | 45.1 | 57.4 | 38.4 | |
2025.12 | 45.1 | 57.4 | 38.4 | |
2025.01 | 44.9 | 56.9 | 38.4 | |
2026.01 | 44.5 | 59.4 | 36.5 | |
2026.03 | 44.4 | 57.1 | 37.6 | |
2025.01 | 44 | 58 | 36.4 | |
2026.01 | 44 | 58 | 36.4 | |
2025.12 | 44 | 58 | 36.4 | |
2026.03 | 44 | 58 | 36.4 | |
2024.10 | 43.7 | 55.8 | 37.2 | |
2025.12 | 43.4 | 58.7 | 35.2 | |
2023.11 | 43.3 | 57.9 | 35.3 | |
2023.11 | 42.3 | 56.1 | 34.8 | |
2024.10 | 42.3 | 56.1 | 34.8 | |
2026.03 | 41.2 | 59 | 31.6 | |
2026.03 | 41.2 | 59 | 31.6 | |
2025.12 | 41 | 55.4 | 33.2 | |
2024.10 | 40.1 | 57.6 | 30.7 | |
2024.10 | 40.1 | 57.4 | 30.7 | |
2026.03 | 39.7 | 58 | 29.9 | |
2026.03 | 39.6 | 54.9 | 31.3 | |
2026.03 | 39.6 | 59.2 | 29 | |
2023.11 | 39.3 | 58.9 | 28.6 | |
2026.03 | 38.8 | 57.7 | 28.6 | |
2026.03 | 38.8 | 57.7 | 28.6 | |
2026.03 | 37.4 | 56.5 | 27.1 | |
2026.03 | 37.4 | 56.5 | 27.1 | |
2026.03 | 37.2 | 51.7 | 29.4 | |
2026.03 | 37.2 | 51.7 | 29.4 | |
2023.11 | 37 | 52 | 28.9 | |
2025.12 | 37 | 52 | 28.9 | |
2026.03 | 36.5 | 51.7 | 27.9 | |
2026.03 | 36.5 | 51.7 | 27.9 | |
2025.12 | 36.4 | 54.9 | 26.4 | |
2026.03 | 36.4 | 54.9 | 26.4 | |
2026.03 | 36.2 | 56.5 | 25.3 | |
2023.11 | 35.4 | 51 | 27 | |
2024.10 | 35.4 | 51 | 27 | |
2025.01 | 35.4 | 51 | 27 | |
2026.01 | 35.4 | 51 | 27 | |
2025.12 | 35.4 | 51 | 27 | |
2026.03 | 35.4 | 51 | 27 | |
2023.11 | 28.3 | 53.7 | 12.8 | |
2024.10 | 28.3 | 53.7 | 14.7 | |
2025.01 | 28.3 | 53.7 | 14.7 | |
2025.12 | 28.3 | 53.7 | 14.7 | |
2023.11 | 27.9 | 55.8 | 12.8 | |
2024.10 | 27.9 | 55.8 | 12.8 | |
2025.01 | 27.9 | 55.8 | 12.8 | |
2025.12 | 27.9 | 55.8 | 12.8 | |
2024.10 | 25 | 30.6 | 19.8 | |
2024.10 | 22.9 | 25.9 | 21.3 | |
2023.11 | 20.9 | 30.9 | 15.5 | |
2025.01 | 20.9 | 30.9 | 15.5 | |
2025.12 | 20.9 | 30.9 | 15.5 | |
2023.11 | 13 | 12.2 | 13.4 | |
2025.01 | 13 | 12.2 | 13.4 | |
2025.12 | 13 | 12.2 | 13.4 | |
2024.10 | 12.9 | 12.9 | 12.8 |