Webpage containing all results [Visual(heatmaps) and Numerical] for
Shapley image explanations
with data-aware Binary Partition Trees.
Params: [model: pretrained, background_type: gray] - No of Images:3
Input Image | GrTruth | BPT-100 | BPT-500 | BPT-1000 |  AA-100  |  AA-500  | AA-1000 | LIME-50 | LIME-100 | LIME-200 | LRP | GrCAM | aIDG | aGradExpl | GradShapE |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
![]() 52 - Eyeglasses - 52 - 7.6277 - | |||||||||||||||
aucI_pred | 7.0568 | 8.2945 | 8.0124 | 6.4617 | 7.3371 | 7.6498 | 7.173 | 7.0863 | 6.8162 | 1.4387 | 7.3436 | 4.0119 | 3.9327 | 3.8243 | |
aucD_pred | 4.684 | 5.1719 | 5.3446 | 4.5688 | 4.5125 | 4.6529 | 4.8767 | 4.6051 | 4.7376 | 1.4387 | 4.0623 | 3.4517 | 3.3901 | 3.3492 | |
aucI_mse | 36.017 | 25.704 | 33.437 | 45.92 | 45.087 | 43.358 | 55.158 | 87.938 | 79.078 | 4.1396 | 16.944 | 3.6087e+04 | 1.7223e+06 | 2.5253e+05 | |
aucD_mse | 51.835 | 52.451 | 50.476 | 61.733 | 42.698 | 40.74 | 40.082 | 14.212 | 22.843 | 4.1396 | 58.145 | 2047.6 | 1.1987e+05 | 1.7496e+04 | |
max_IoU | 0.25133 | 0.20704 | 0.31972 | 0.17974 | 0.29803 | 0.34571 | 0.33109 | 0.16254 | 0.23309 | 0.0 | 0.20375 | 0.23023 | 0.11061 | 0.13617 | |
au_IoU | 0.081289 | 0.083196 | 0.086493 | 0.095854 | 0.10173 | 0.10369 | 0.10193 | 0.08346 | 0.088664 | 0.0 | 0.084164 | 0.08725 | 0.066899 | 0.072343 | |
time_exp | 0.56175 | 1.0673 | 1.7239 | 0.14581 | 0.69379 | 1.4166 | 5.2599 | 7.8829 | 13.131 | 0.0 | 0.012145 | 0.44611 | 4.1255 | 0.25139 | |
![]() 132 - Eyeglasses - 132 - 6.0188 - | |||||||||||||||
aucI_pred | 4.9177 | 5.0524 | 5.1122 | 5.4707 | 6.437 | 6.482 | 5.6174 | 5.376 | 5.4325 | 0.63455 | 3.754 | 4.4267 | 3.7285 | 3.9471 | |
aucD_pred | 3.4576 | 4.0706 | 3.9734 | 4.1217 | 4.7579 | 4.8423 | 4.6214 | 4.1623 | 3.2219 | 0.63455 | 3.0266 | 2.4253 | 3.0555 | 2.769 | |
aucI_mse | 34.931 | 44.291 | 47.693 | 39.922 | 39.757 | 38.208 | 50.601 | 90.43 | 90.425 | 0.80531 | 106.0 | 5.6156e+04 | 2.1801e+06 | 4.8744e+05 | |
aucD_mse | 42.969 | 45.516 | 36.531 | 48.524 | 42.822 | 42.978 | 41.805 | 13.483 | 4.791 | 0.80531 | 41.755 | 1817.3 | 8.214e+04 | 1.8243e+04 | |
max_IoU | 0.77907 | 0.79784 | 0.67633 | 0.24769 | 0.49009 | 0.53574 | 0.53352 | 0.26689 | 0.29969 | 0.0 | 0.17754 | 0.3962 | 0.34068 | 0.35991 | |
au_IoU | 0.20276 | 0.19713 | 0.18925 | 0.14678 | 0.17036 | 0.17792 | 0.16987 | 0.14667 | 0.13244 | 0.0 | 0.10406 | 0.16313 | 0.15202 | 0.15601 | |
time_exp | 0.3342 | 0.95301 | 1.693 | 0.14406 | 0.71712 | 1.394 | 7.3307 | 9.2323 | 14.392 | 0.0 | 0.015693 | 0.33852 | 4.8165 | 0.2391 | |
![]() 138 - Eyeglasses - 138 - 6.1795 - | |||||||||||||||
aucI_pred | 4.8677 | 5.7223 | 5.6887 | 5.7935 | 8.279 | 8.3278 | 5.4603 | 4.5084 | 4.8823 | 0.71466 | 5.5362 | 3.5089 | 3.7041 | 3.5474 | |
aucD_pred | 3.9349 | 3.453 | 3.5275 | 4.1395 | 3.7783 | 4.0831 | 4.0635 | 4.4336 | 4.0828 | 0.71466 | 1.861 | 3.7945 | 3.2999 | 3.4052 | |
aucI_mse | 49.776 | 49.599 | 58.172 | 30.706 | 17.733 | 19.968 | 76.318 | 129.27 | 154.96 | 1.0215 | 19.344 | 1.7503e+05 | 3.473e+06 | 2.0095e+06 | |
aucD_mse | 41.245 | 28.074 | 25.692 | 59.92 | 27.847 | 27.554 | 26.784 | 18.447 | 9.4461 | 1.0215 | 62.24 | 7039.9 | 1.822e+05 | 1.0107e+05 | |
max_IoU | 0.27463 | 0.30913 | 0.34867 | 0.22153 | 0.28424 | 0.48944 | 0.22179 | 0.22377 | 0.3053 | 0.0 | 0.22438 | 0.25459 | 0.17457 | 0.20518 | |
au_IoU | 0.11446 | 0.10808 | 0.10937 | 0.099204 | 0.1066 | 0.11691 | 0.096821 | 0.093432 | 0.092127 | 0.0 | 0.089367 | 0.098628 | 0.084339 | 0.090203 | |
time_exp | 0.39854 | 1.2042 | 2.0055 | 0.16769 | 0.76535 | 1.435 | 5.9128 | 7.4437 | 12.705 | 0.0 | 0.021198 | 0.45461 | 4.8477 | 0.25486 |