Attribution performance evaluation on XAI-TRIS Scenario 1 (Linear uncorrelated)
69.7PGIG
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| IGInference Speed (ms/s.)=2.42026.05 | 69.7 | 21.8 | 36.5 | 46.3 | 63.6 | |
| VanillaGradInference Speed (ms/s.)=0.82026.05 | 66.7 | 20.1 | 30 | 46.6 | 63.5 | |
| AGOP-LocalInference Speed (ms/s.)=1.02026.05 | 66.7 | 20.1 | 30 | 46.6 | 63.5 | |
| AGOP-WeightedInference Speed (ms/s.)=1.02026.05 | 64.2 | 31.4 | 45.6 | 45.7 | 63.7 | |
| SmoothGradInference Speed (ms/s.)=1.22026.05 | 57.9 | 18.1 | 22.6 | 46.6 | 63.5 | |
| AGOP-GlobalInference Speed (ms/s.)=02026.05 | 49.1 | 23.5 | 30.8 | 45.6 | 63.4 | |
| RandomInference Speed (ms/s.)=<12026.05 | 9.3 | 5.9 | 6.2 | 56 | 56.3 | |
| GradCAMInference Speed (ms/s.)=1.02026.05 | 0 | 11.3 | 9.7 | 44.2 | 63.8 | |
| GradCAM++Inference Speed (ms/s.)=1.12026.05 | 0 | 10.9 | 9.6 | 47.1 | 61.4 |