Gender Classification on MS COCO subset (test)
22FFPCAIPI
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| CAIPISampling=Uncertainty, k=5, Backbone=EfficientNet-B02026.02 | 22 | 31 | 82 | 22.9 | 71.19 | 51.3 | 48.7 | |
| HybridSampling=Uncertainty, XAI=GradCAM, k=5, Backbone=EfficientNet-B02026.02 | 23 | 29 | 79 | 24.3 | 64.89 | 48.5 | 51.5 | |
| HybridSampling=Uncertainty, XAI=BLA, k=5, Backbone=EfficientNet-B02026.02 | 26 | 27 | 76 | 27.8 | 66.42 | 48 | 52 | |
| RRRSampling=Uncertainty, XAI=GradCAM, Backbone=EfficientNet-B02026.02 | 32 | 22 | 69 | 30.1 | 68.42 | 45.8 | 54.2 | |
| CAIPISampling=Uncertainty, k=1, Backbone=EfficientNet-B02026.02 | 34 | 22 | 70 | 34.3 | 75.42 | 47.2 | 52.8 | |
| BaselineStrategy=Baseline (no XIL), Backbone=EfficientNet-B02026.02 | 35 | 31 | 74 | 31.6 | 74.58 | 46.2 | 53.8 | |
| RRRSampling=Uncertainty, XAI=BLA, Backbone=EfficientNet-B02026.02 | 35 | 23 | 66 | 33.8 | 69.85 | 46.1 | 53.9 | |
| RRRSampling=High-conf., XAI=GradCAM, Backbone=EfficientNet-B02026.02 | 36 | 20 | 67 | 32.8 | 71.12 | 47.4 | 52.6 | |
| HybridSampling=Uncertainty, XAI=GradCAM, k=1, Backbone=EfficientNet-B02026.02 | 37 | 21 | 66 | 37.1 | 70.02 | 45.5 | 54.5 | |
| HybridSampling=Uncertainty, XAI=GradCAM, k=3, Backbone=EfficientNet-B02026.02 | 37 | 24 | 71 | 37.2 | 62.88 | 46.2 | 53.8 | |
| CAIPISampling=Uncertainty, k=3, Backbone=EfficientNet-B02026.02 | 38 | 26 | 73 | 38.6 | 72.03 | 46.7 | 53.3 | |
| CAIPISampling=High-conf., k=1, Backbone=EfficientNet-B02026.02 | 38 | 22 | 71 | 38.1 | 72.88 | 46 | 54 | |
| RRRSampling=High-conf., XAI=BLA, Backbone=EfficientNet-B02026.02 | 39 | 19 | 64 | 35.6 | 72.35 | 47 | 53 | |
| HybridSampling=Uncertainty, XAI=BLA, k=3, Backbone=EfficientNet-B02026.02 | 39 | 22 | 68 | 39.8 | 64.15 | 46.5 | 53.5 | |
| HybridSampling=Uncertainty, XAI=BLA, k=1, Backbone=EfficientNet-B02026.02 | 40 | 20 | 63 | 39.5 | 71.58 | 45.2 | 54.8 | |
| CAIPISampling=High-conf., k=3, Backbone=EfficientNet-B02026.02 | 42 | 23 | 65 | 42.2 | 64.41 | 47.1 | 52.9 | |
| HybridSampling=High-conf., XAI=GradCAM, k=5, Backbone=EfficientNet-B02026.02 | 43 | 21 | 52 | 42.9 | 70.85 | 47 | 53 | |
| HybridSampling=High-conf., XAI=BLA, k=5, Backbone=EfficientNet-B02026.02 | 45 | 19 | 49 | 45.4 | 72.18 | 46.7 | 53.3 | |
| HybridSampling=High-conf., XAI=GradCAM, k=3, Backbone=EfficientNet-B02026.02 | 46 | 19 | 55 | 37.4 | 71.95 | 46.3 | 53.7 | |
| HybridSampling=High-conf., XAI=BLA, k=1, Backbone=EfficientNet-B02026.02 | 47 | 18 | 54 | 46.3 | 74.85 | 46.8 | 53.2 | |
| HybridSampling=High-conf., XAI=BLA, k=3, Backbone=EfficientNet-B02026.02 | 48 | 17 | 52 | 41.2 | 73.22 | 46.5 | 53.5 | |
| CAIPISampling=High-conf., k=5, Backbone=EfficientNet-B02026.02 | 49 | 18 | 58 | 50.2 | 66.1 | 48 | 52 | |
| HybridSampling=High-conf., XAI=GradCAM, k=1, Backbone=EfficientNet-B02026.02 | 49 | 19 | 51 | 48.7 | 73.32 | 47.1 | 52.9 |