Explainable AI Evaluation on Photobombing
66.01Area CoverageKernelShap
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| KernelShapBackbone=ResNet502024.11 | 66.01 | 22.46 | 25.27 | 26.12 | — | 91.88 | |
| KernelShapBackbone=ResNet502024.11 | 66.01 | 22.46 | 25.27 | 26.12 | — | 91.88 | |
| Grad-CAM2024.11 | 60.25 | 19.07 | 30.3 | 27.15 | — | 91.96 | |
| KernelShap2024.11 | 51.68 | 23.3 | 37 | 36.65 | — | 91.86 | |
| ig2024.11 | 45.98 | 22.51 | 48.06 | 14.86 | — | 88.89 | |
| IGBackbone=ResNet502024.11 | 41.84 | 23.11 | 51.78 | 18.53 | — | 88.06 | |
| igBackbone=ResNet502024.11 | 41.84 | 23.11 | 51.78 | 18.53 | — | 88.06 | |
| GradientShap2024.11 | 37.26 | 24.65 | 56.07 | 9.67 | — | 88.02 | |
| noisetunnel2024.11 | 36.47 | 24.47 | 54.39 | 10.12 | — | 88.35 | |
| GradientShapBackbone=ResNet502024.11 | 29.6 | 23.73 | 63.7 | 11.4 | — | 85.33 | |
| GradientShapBackbone=ResNet502024.11 | 29.6 | 23.73 | 63.7 | 11.4 | — | 85.33 | |
| rise2024.11 | 28.03 | 20.56 | 61.19 | 17.41 | — | 89.15 | |
| LRPBackbone=ResNet502024.11 | 24.29 | 20.5 | 60.49 | 36.87 | — | 90.58 | |
| lrpBackbone=ResNet502024.11 | 24.29 | 20.5 | 60.49 | 36.87 | — | 90.58 | |
| lime2024.11 | 17.48 | 14.58 | 73.65 | 17.78 | — | 88.91 | |
| NoiseTunnelBackbone=ResNet502024.11 | 15.65 | 18.32 | 76.04 | 13.48 | — | 87.32 | |
| noisetunnelBackbone=ResNet502024.11 | 15.65 | 18.32 | 76.04 | 13.48 | — | 87.32 | |
| rex2024.11 | 14.02 | 10.46 | 68.83 | 20.73 | — | 95.51 | |
| RISEBackbone=ResNet502024.11 | 7.87 | 9.42 | 89.06 | 29.77 | — | 87.98 | |
| riseBackbone=ResNet502024.11 | 7.87 | 9.42 | 89.06 | 29.77 | — | 87.98 | |
| LIMEBackbone=ResNet502024.11 | 5.07 | 5.23 | 99.37 | 30.46 | — | 89.21 | |
| limeBackbone=ResNet502024.11 | 5.07 | 5.23 | 99.37 | 30.46 | — | 89.21 | |
| Grad-CAMBackbone=ResNet502024.11 | 4.55 | 6.42 | 98.43 | 36.25 | — | 85.05 | |
| Grad-CAMBackbone=ResNet502024.11 | 4.55 | 6.42 | 98.43 | 36.25 | — | 85.05 | |
| REXBackbone=ResNet502024.11 | 2.97 | 2.6 | 104.81 | 29.47 | — | 97.39 | |
| rexBackbone=ResNet502024.11 | 2.97 | 2.6 | 104.81 | 29.47 | — | 97.39 |