Image Classification on Landmark (Few-Shot)
96.4AccuracyMACL
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MACLshots=162026.01 | 96.4 | 3.19 | |
| MACLshots=82026.01 | 95.8 | 3.19 | |
| FSNLshots=162026.01 | 95.2 | 3.22 | |
| FSNLshots=82026.01 | 94.5 | 3.22 | |
| MACLshots=42026.01 | 93.6 | 3.19 | |
| FSNLshots=42026.01 | 92.3 | 3.22 | |
| CLIP-Adaptershots=162026.01 | 91.1 | 3.71 | |
| CoOpshots=162026.01 | 89.3 | 4.33 | |
| CLIP-Adaptershots=82026.01 | 88.3 | 3.71 | |
| CoOpshots=82026.01 | 85.6 | 4.33 | |
| CLIP-Adaptershots=42026.01 | 85 | 3.71 | |
| MACLshots=22026.01 | 82.5 | 3.19 | |
| FSNLshots=22026.01 | 80.7 | 3.22 | |
| CoOpshots=42026.01 | 79.9 | 4.33 | |
| MACLshots=12026.01 | 72.4 | 3.19 | |
| FSNLshots=12026.01 | 69.8 | 3.22 | |
| CLIP-Adaptershots=22026.01 | 69.2 | 3.71 | |
| CoCoOpshots=162026.01 | 61.9 | 2.48 | |
| CoOpshots=22026.01 | 59.7 | 4.33 | |
| CLIP-Adaptershots=12026.01 | 57.3 | 3.71 | |
| CoCoOpshots=82026.01 | 56.7 | 2.48 | |
| CoCoOpshots=42026.01 | 50.3 | 2.48 | |
| CoCoOpshots=22026.01 | 45.8 | 2.48 | |
| MACLshots=02026.01 | 45.3 | 3.19 | |
| CoOpshots=12026.01 | 43.7 | 4.33 | |
| FSNLshots=02026.01 | 43.7 | 3.22 | |
| CoCoOpshots=12026.01 | 39.5 | 2.48 | |
| CLIP-Adaptershots=02026.01 | 31.8 | 3.71 | |
| CoCoOpshots=02026.01 | 22.3 | 2.48 | |
| CoOpshots=02026.01 | 20.1 | 4.33 |