Interpretability Evaluation on CUB-200 2011
76.8Consistency ScoreAMP
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| AMP2026.03 | 76.8 | 49.2 | 28.1 | 3.45 | |
| MGProtoModel Category=Intrinsically Interpretable Models2026.03 | 71.4 | 45.8 | 30.8 | 4.02 | |
| CBCModel Category=Intrinsically Interpretable Models2026.03 | 69 | 46.8 | 31.2 | 3.92 | |
| ProtoArgNetModel Category=Intrinsically Interpretable Models2026.03 | 67.5 | 46.2 | 30.6 | 3.88 | |
| ProtoKNNModel Category=Intrinsically Interpretable Models2026.03 | 63 | 42.6 | 35.2 | 3.8 | |
| TesNetModel Category=Intrinsically Interpretable Models2026.03 | 61.5 | 41.8 | 37 | 5.45 | |
| ProtoPNetModel Category=Intrinsically Interpretable Models2026.03 | 56 | 42 | 39 | 6.2 | |
| PMGModel Category=Black-box Classifiers2026.03 | 26 | 38.6 | 47.9 | 7.35 | |
| NTS-NetModel Category=Black-box Classifiers2026.03 | 24.6 | 37.2 | 50.4 | 7.82 | |
| RA-CNNModel Category=Black-box Classifiers2026.03 | 23.4 | 36.7 | 51.6 | 8.05 |