Image Classification Base-to-Novel Generalization on 11 Datasets Average
82.09Harmonic Mean (HM)
ManiPT
Updated 17d ago
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
2026.02 | 82.09 | 85.82 | 78.67 | |
2026.07 | 82.02 | 85.62 | 79.03 | |
2026.07 | 81.95 | 87.52 | 77.05 | |
2026.07 | 81.49 | 85.12 | 78.47 | |
2026.07 | 81.45 | 85.05 | 78.47 | |
2026.07 | 81.4 | 86.97 | 76.5 | |
2026.02 | 81.27 | 85.16 | 77.71 | |
2026.02 | 81.24 | 85.24 | 77.6 | |
2026.05 | 81.2 | 85.68 | 77.16 | |
2026.02 | 81.04 | 84.75 | 77.63 | |
2026.07 | 80.99 | 84.61 | 77.98 | |
2025.12 | 80.62 | 84.52 | 77.36 | |
2023.06 | 80.48 | 84 | 77.23 | |
2024.10 | 80.48 | 84 | 77.23 | |
2024.10 | 80.48 | 84 | 77.23 | |
2025.12 | 80.48 | 84 | 77.23 | |
2026.02 | 80.48 | 84 | 77.23 | |
2026.05 | 80.48 | 84 | 77.23 | |
2026.07 | 80.48 | 84 | 77.23 | |
2026.05 | 80.37 | 85.74 | 76.08 | |
2026.07 | 80.28 | 83.51 | 77.68 | |
2024.10 | 80.21 | 79.92 | 80.51 | |
2024.10 | 80.21 | 79.92 | 80.51 | |
2025.09 | 80.13 | - | - | |
2023.06 | 79.97 | 84.26 | 76.1 | |
2024.10 | 79.97 | 84.26 | 76.1 | |
2024.10 | 79.97 | 84.26 | 76.1 | |
2025.12 | 79.97 | 84.26 | 76.1 | |
2026.02 | 79.97 | 84.26 | 76.1 | |
2026.07 | 79.96 | 83.36 | 77.24 | |
2025.12 | 79.87 | 83.2 | 76.8 | |
2026.05 | 79.87 | 83.2 | 76.8 | |
2026.07 | 79.87 | 83.29 | 77.12 | |
2026.07 | 79.83 | 84.02 | 76.11 | |
2026.07 | 79.64 | 84.17 | 75.58 | |
2025.12 | 79.51 | 84.13 | 75.36 | |
2025.09 | 79.51 | - | - | |
2026.07 | 79.51 | 82.11 | 77.39 | |
2026.07 | 79.51 | 84.13 | 75.36 | |
2026.07 | 79.42 | 82.99 | 76.6 | |
2025.09 | 79.18 | - | - | |
2026.05 | 78.9 | 83.9 | 74.5 | |
2026.07 | 78.88 | 81.52 | 76.76 | |
2025.09 | 78.72 | - | - | |
2023.06 | 78.55 | 82.28 | 75.14 | |
2024.10 | 78.55 | 82.28 | 75.14 | |
2024.10 | 78.55 | 82.28 | 75.14 | |
2025.12 | 78.55 | 82.28 | 75.14 | |
2026.02 | 78.55 | 82.28 | 75.14 | |
2025.09 | 78.55 | - | - | |
2026.05 | 78.55 | 82.28 | 75.14 | |
2026.07 | 78.55 | 82.28 | 75.14 | |
2026.07 | 78.28 | 81.46 | 75.71 | |
2026.07 | 77.86 | 81.15 | 75.21 | |
2026.07 | 77.65 | 81.57 | 74.52 | |
2025.09 | 77.51 | - | - | |
2026.07 | 77.01 | 80.22 | 74.51 | |
2023.06 | 77 | 80.73 | 73.6 | |
2025.12 | 77 | 80.73 | 73.6 | |
2025.09 | 77 | - | - | |
2026.07 | 76.47 | 80.64 | 73.32 | |
2023.06 | 76.16 | 82.48 | 70.75 | |
2025.09 | 76.16 | - | - | |
2026.07 | 76.07 | 80.1 | 73.28 | |
2023.06 | 75.83 | 80.47 | 71.69 | |
2024.10 | 75.83 | 80.47 | 71.69 | |
2024.10 | 75.83 | 80.47 | 71.69 | |
2025.12 | 75.83 | 80.47 | 71.69 | |
2026.02 | 75.83 | 80.47 | 71.69 | |
2025.09 | 75.83 | - | - | |
2026.05 | 75.83 | 80.47 | 71.69 | |
2026.07 | 75.83 | 80.47 | 71.69 | |
2024.10 | 74.29 | 71.76 | 77 | |
2024.10 | 74.29 | 71.76 | 77 | |
2024.10 | 72.51 | 72.85 | 72.17 | |
2024.10 | 72.41 | 73.38 | 71.47 | |
2023.06 | 71.7 | 69.34 | 74.22 | |
2024.10 | 71.7 | 69.34 | 74.22 | |
2024.10 | 71.7 | 69.34 | 74.22 | |
2025.12 | 71.7 | 69.34 | 74.22 | |
2026.02 | 71.7 | 69.34 | 74.22 | |
2025.09 | 71.7 | - | - | |
2026.05 | 71.7 | 69.34 | 74.22 | |
2023.06 | 71.66 | 82.69 | 63.22 | |
2024.10 | 71.66 | 82.69 | 63.22 | |
2024.10 | 71.66 | 82.69 | 63.22 | |
2025.12 | 71.66 | 82.69 | 63.22 | |
2026.02 | 71.66 | 82.69 | 63.22 | |
2025.09 | 71.66 | - | - | |
2026.07 | 71.66 | 82.69 | 63.22 | |
2024.10 | 71.21 | 70.85 | 71.57 | |
2024.10 | 70.27 | 70.44 | 70.11 | |
2024.10 | 69.29 | 72.08 | 66.71 |