Pointing localization on VOC 2007 (test)
94.2Mean Accuracy (All)CAMERAS
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CAMERASBackbone=ResNet502021.06 | 94.2 | — | 88.8 | |
| CMWPBackbone=ResNet502021.06 | 90.7 | — | 82.1 | |
| CMWPBackbone=ResNet50, Box type=White box2021.11 | 90.7 | — | 82.1 | |
| GradCAMBackbone=ResNet502021.06 | 90.4 | — | 82.3 | |
| GradCAMBackbone=ResNet50, Box type=White box2021.11 | 90.4 | — | 82.3 | |
| Sobol signed (STi±)Backbone=VGG16, Box type=Black box2021.11 | 89.8 | — | 82.4 | |
| Sobol (STi)Backbone=ResNet50, Box type=Black box2021.11 | 89.6 | — | 80.2 | |
| Extremal*Backbone=ResNet502021.06 | 88.9 | — | 78.7 | |
| ExtremalPerturbationBackbone=ResNet50, Box type=White box2021.11 | 88.9 | — | 78.7 | |
| Extremal*Backbone=VGG162021.06 | 88 | — | 76.1 | |
| ExtremalPerturbationBackbone=VGG16, Box type=White box2021.11 | 88 | — | 76.1 | |
| Sobol (STi)Backbone=VGG16, Box type=Black box2021.11 | 87.7 | — | 75.3 | |
| RISE*Backbone=VGG162021.06 | 86.9 | — | 75.1 | |
| RISEBackbone=VGG16, Box type=Black box2021.11 | 86.9 | — | 75.1 | |
| Sobol signed (STi±)Backbone=ResNet50, Box type=Black box2021.11 | 86.7 | — | 73 | |
| GradCAMBackbone=VGG162021.06 | 86.6 | — | 74 | |
| GradCAMBackbone=VGG16, Box type=White box2021.11 | 86.6 | — | 74 | |
| RISE*Backbone=ResNet502021.06 | 86.4 | — | 78.8 | |
| RISEBackbone=ResNet50, Box type=Black box2021.11 | 86.4 | — | 78.8 | |
| CAMERASBackbone=VGG162021.06 | 86.2 | — | 76.2 | |
| NormGradBackbone=ResNet502021.06 | 84.6 | — | 72.2 | |
| MWPBackbone=ResNet502021.06 | 84.4 | — | 70.8 | |
| MWPBackbone=ResNet50, Box type=White box2021.11 | 84.4 | — | 70.8 | |
| NormGradBackbone=VGG162021.06 | 81.9 | — | 64.8 | |
| CMWPBackbone=VGG162021.06 | 79.9 | — | 66.5 | |
| CMWPBackbone=VGG16, Box type=White box2021.11 | 79.9 | — | 66.5 | |
| GuidBackbone=ResNet502021.06 | 77.2 | — | 59.4 | |
| Guided-Backprop.Backbone=ResNet50, Box type=White box2021.11 | 77.2 | — | 59.4 | |
| MWPBackbone=VGG162021.06 | 77.1 | — | 56.6 | |
| MWPBackbone=VGG16, Box type=White box2021.11 | 77.1 | — | 56.6 | |
| GradientBackbone=VGG162021.06 | 76.3 | — | 56.9 | |
| SaliencyBackbone=VGG16, Box type=White box2021.11 | 76.3 | — | 56.9 | |
| GuidBackbone=VGG162021.06 | 75.9 | — | 53 | |
| Guided-Backprop.Backbone=VGG16, Box type=White box2021.11 | 75.9 | — | 53 | |
| GradientBackbone=ResNet502021.06 | 72.3 | — | 56.8 | |
| SaliencyBackbone=ResNet50, Box type=White box2021.11 | 72.3 | — | 56.8 | |
| CenterBackbone=VGG162021.06 | 69.6 | — | 42.4 | |
| CenterBackbone=ResNet502021.06 | 69.6 | — | 42.4 | |
| Baseline CenterBackbone=VGG162021.11 | 69.6 | — | 42.4 | |
| Baseline CenterBackbone=ResNet502021.11 | 69.6 | — | 42.4 | |
| DeConv.Backbone=ResNet502021.06 | 68.6 | — | 44.7 | |
| DeconvNetBackbone=ResNet50, Box type=White box2021.11 | 68.6 | — | 44.7 | |
| DeConv.Backbone=VGG162021.06 | 67.5 | — | 44.2 | |
| DeconvNetBackbone=VGG16, Box type=White box2021.11 | 67.5 | — | 44.2 | |
| AMBase model=VGG162018.06 | — | 76 | — | |
| AMBase model=Resnet502018.06 | — | 65.8 | — | |
| c-MWPBackbone=CNN-S2017.09 | — | 78.7 | — | |
| c-MWPBackbone=VGG162017.09 | — | 80 | — | |
| c-MWPBackbone=GoogLeNet2017.09 | — | 85.1 | — | |
| c-MWPBase model=VGG162018.06 | — | 80 | — | |
| c-MWPBase model=Resnet502018.06 | — | 89.2 | — | |
| CAMBackbone=GoogLeNet2017.09 | — | 80.8 | — | |
| CAMBase model=Resnet502018.06 | — | 90.6 | — | |
| CenterBackbone=CNN-S2017.09 | — | 69.5 | — | |
| CenterBackbone=VGG162017.09 | — | 69.5 | — | |
| CenterBackbone=GoogLeNet2017.09 | — | 69.5 | — | |
| DeconvBackbone=CNN-S2017.09 | — | 73.1 | — | |
| DeconvBackbone=VGG162017.09 | — | 75.5 | — | |
| DeconvBackbone=GoogLeNet2017.09 | — | 74.3 | — | |
| DeconvBase model=VGG162018.06 | — | 75.5 | — | |
| DeconvBase model=Resnet502018.06 | — | 73 | — | |
| GradBackbone=CNN-S2017.09 | — | 78.6 | — | |
| GradBackbone=VGG162017.09 | — | 76 | — | |
| GradBackbone=GoogLeNet2017.09 | — | 79.3 | — | |
| LRPBackbone=CNN-S2017.09 | — | 68.1 | — | |
| LRPBackbone=GoogLeNet2017.09 | — | 72.8 | — | |
| MWPBackbone=CNN-S2017.09 | — | 73.7 | — | |
| MWPBackbone=VGG162017.09 | — | 76.9 | — | |
| MWPBackbone=GoogLeNet2017.09 | — | 79.3 | — | |
| MWPBase model=VGG162018.06 | — | 76.9 | — | |
| MWPBase model=Resnet502018.06 | — | 80.9 | — | |
| RISEBase model=VGG162018.06 | — | 87.33 | — | |
| RISEBase model=Resnet502018.06 | — | 88.94 | — | |
| SPNBackbone=CNN-S2017.09 | — | 81.8 | — | |
| SPNBackbone=VGG162017.09 | — | 87.5 | — | |
| SPNBackbone=GoogLeNet2017.09 | — | 88.2 | — |