Visual Explanation Evaluation on CIFAR-10 (test)
0.739MoRF Insertion (Pixel Value)LAX
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| LAXModel Type=CNN-based2026.05 | 0.739 | 0.581 | 73.5 | 42.3 | 0.207 | 0.364 | 20.1 | 51.6 | 0.345 | 0.337 | 0.007 | — | — | — | — | — | |
| Grad-CAMModel Type=CNN-based2026.05 | 0.637 | 0.384 | 66.8 | 33.9 | 0.301 | 0.55 | 27.2 | 59.3 | 0.374 | 0.599 | -0.225 | — | — | — | — | — | |
| Layer-CAMModel Type=CNN-based2026.05 | 0.626 | 0.387 | 65.9 | 34.1 | 0.311 | 0.547 | 28.1 | 59.1 | 0.364 | 0.596 | -0.232 | — | — | — | — | — | |
| Finer-CAMModel Type=CNN-based2026.05 | 0.621 | 0.411 | 67.4 | 35.2 | 0.316 | 0.525 | 26.6 | 58.1 | 0.347 | 0.553 | -0.206 | — | — | — | — | — | |
| Grad-CAM++Model Type=CNN-based2026.05 | 0.62 | 0.395 | 66.2 | 34.2 | 0.317 | 0.541 | 27.8 | 59 | 0.353 | 0.576 | -0.222 | — | — | — | — | — | |
| KPCA-CAMModel Type=CNN-based2026.05 | 0.371 | 0.674 | 59.6 | 44.7 | 0.566 | 0.268 | 34.3 | 48.9 | -0.094 | 0.272 | -0.367 | — | — | — | — | — | |
| BayesNCLsampling_method=GS2026.05 | — | — | — | — | — | — | — | — | — | — | — | 53.68 | 1.12 | 1.16 | 1.28 | 63 | |
| BayesNCLsampling_method=STE2026.05 | — | — | — | — | — | — | — | — | — | — | — | 56.5 | 0.99 | 1.12 | 1.25 | 89 | |
| CL2026.05 | — | — | — | — | — | — | — | — | — | — | — | 10 | 2.29 | 2.29 | 2.3 | 100 | |
| NCL2026.05 | — | — | — | — | — | — | — | — | — | — | — | 53.82 | 1.09 | 1.09 | 1.38 | 95 | |
| NCL+TopK2026.05 | — | — | — | — | — | — | — | — | — | — | — | 51.81 | 1.12 | 1.12 | 1.4 | 86 |