Few-Shot Classification on UCM
89.85AccuracyAMC-MetaNet
Evaluation Results
| Method | Links | |
|---|---|---|
| AMC-MetaNetN-Way=3-Way, Shots=5-shot2026.01 | 89.85 | |
| AMC-MetaNetN-Way=4-Way, Shots=5-shot2026.01 | 89.15 | |
| MVITPN-Way=3-Way, Shots=5-shot2026.01 | 88.7 | |
| TeAwN-Way=3-Way, Shots=5-shot2026.01 | 87.95 | |
| MVITPN-Way=4-Way, Shots=5-shot2026.01 | 87.4 | |
| DN4N-Way=3-Way, Shots=5-shot2026.01 | 87.05 | |
| DN4N-Way=4-Way, Shots=5-shot2026.01 | 86.05 | |
| SPNetN-Way=3-Way, Shots=5-shot2026.01 | 85.95 | |
| TeAwN-Way=4-Way, Shots=5-shot2026.01 | 85.9 | |
| SPNetN-Way=4-Way, Shots=5-shot2026.01 | 84.25 | |
| SCL-MLNetN-Way=3-Way, Shots=5-shot2026.01 | 84.15 | |
| DLA-MatchNetN-Way=3-Way, Shots=5-shot2026.01 | 83.6 | |
| AMC-MetaNetN-Way=5-Way, Shots=5-shot2026.01 | 82.79 | |
| ProtoNetN-Way=3-Way, Shots=5-shot2026.01 | 82.1 | |
| SCL-MLNetN-Way=4-Way, Shots=5-shot2026.01 | 82.05 | |
| DLA-MatchNetN-Way=4-Way, Shots=5-shot2026.01 | 81.5 | |
| MatchingNetN-Way=3-Way, Shots=5-shot2026.01 | 80.45 | |
| MVITPN-Way=5-Way, Shots=5-shot2026.01 | 80.22 | |
| ProtoNetN-Way=4-Way, Shots=5-shot2026.01 | 79.4 | |
| AMC-MetaNetN-Way=3-Way, Shots=1-shot2026.01 | 79.25 | |
| DN4N-Way=5-Way, Shots=5-shot2026.01 | 78.03 | |
| MVITPN-Way=3-Way, Shots=1-shot2026.01 | 77.8 | |
| TeAwN-Way=5-Way, Shots=5-shot2026.01 | 77.5 | |
| MatchingNetN-Way=4-Way, Shots=5-shot2026.01 | 77.25 | |
| AMC-MetaNetN-Way=4-Way, Shots=1-shot2026.01 | 76.85 | |
| TeAwN-Way=3-Way, Shots=1-shot2026.01 | 76.55 | |
| SPNetN-Way=3-Way, Shots=1-shot2026.01 | 75.3 | |
| MVITPN-Way=4-Way, Shots=1-shot2026.01 | 74.15 | |
| SCL-MLNetN-Way=3-Way, Shots=1-shot2026.01 | 73.55 | |
| SPNetN-Way=5-Way, Shots=5-shot2026.01 | 73.52 | |
| DN4N-Way=3-Way, Shots=1-shot2026.01 | 73.4 | |
| DLA-MatchNetN-Way=3-Way, Shots=1-shot2026.01 | 72.85 | |
| SPNetN-Way=4-Way, Shots=1-shot2026.01 | 72.4 | |
| TeAwN-Way=4-Way, Shots=1-shot2026.01 | 71.8 | |
| DN4N-Way=4-Way, Shots=1-shot2026.01 | 71.15 | |
| ProtoNetN-Way=3-Way, Shots=1-shot2026.01 | 70.25 | |
| DLA-MatchNetN-Way=4-Way, Shots=1-shot2026.01 | 69.6 | |
| SCL-MLNetN-Way=4-Way, Shots=1-shot2026.01 | 68.25 | |
| SCL-MLNetN-Way=5-Way, Shots=5-shot2026.01 | 68.11 | |
| ProtoNetN-Way=5-Way, Shots=5-shot2026.01 | 67.91 | |
| ProtoNetN-Way=4-Way, Shots=1-shot2026.01 | 67.85 | |
| MatchingNetN-Way=3-Way, Shots=1-shot2026.01 | 67.35 | |
| MatchingNetN-Way=5-Way, Shots=5-shot2026.01 | 66.72 | |
| DLA-MatchNetN-Way=5-Way, Shots=5-shot2026.01 | 63.87 | |
| MatchingNetN-Way=4-Way, Shots=1-shot2026.01 | 62.75 | |
| AMC-MetaNetN-Way=5-Way, Shots=1-shot2026.01 | 61.13 | |
| MVITPN-Way=5-Way, Shots=1-shot2026.01 | 59.13 | |
| DN4N-Way=5-Way, Shots=1-shot2026.01 | 58.29 | |
| SPNetN-Way=5-Way, Shots=1-shot2026.01 | 57.68 | |
| TeAwN-Way=5-Way, Shots=1-shot2026.01 | 56.94 | |
| DLA-MatchNetN-Way=5-Way, Shots=1-shot2026.01 | 53.82 | |
| ProtoNetN-Way=5-Way, Shots=1-shot2026.01 | 52.44 | |
| SCL-MLNetN-Way=5-Way, Shots=1-shot2026.01 | 51.52 | |
| MatchingNetN-Way=5-Way, Shots=1-shot2026.01 | 46.16 |