Compositional Explanation on ImageNet
0.28IoUClustered Compositional Explanations (Cluster 1)
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Clustered Compositional Explanations (Cluster 1)Backbone=ResNet182023.10 | 0.28 | 99 | 98 | 54 | 36 | 64 | |
| Clustered Compositional Explanations (Cluster 1)Backbone=VGG162023.10 | 0.16 | 92 | 78 | 48 | 20 | 38 | |
| Clustered Compositional ExplanationsBackbone=VGG-16, Pre-trained=ImageNet, Grouping=Cluster 12023.10 | 0.16 | 92 | 78 | 48 | 20 | 38 | |
| Clustered Compositional Explanations (Cluster 2)Backbone=ResNet182023.10 | 0.15 | 95 | 89 | 53 | 18 | 73 | |
| Clustered Compositional ExplanationsBackbone=ResNet182023.10 | 0.13 | 65 | 65 | 36 | 18 | 56 | |
| Clustered Compositional Explanations (Cluster 3)Backbone=ResNet182023.10 | 0.13 | 79 | 66 | 39 | 10 | 63 | |
| Clustered Compositional ExplanationsBackbone=VGG162023.10 | 0.08 | 38 | 45 | 22 | 11 | 36 | |
| Clustered Compositional Explanations (Cluster 4)Backbone=VGG162023.10 | 0.08 | 16 | 28 | 13 | 8 | 33 | |
| Clustered Compositional ExplanationsBackbone=VGG-16, Pre-trained=ImageNet, Grouping=Aggregate2023.10 | 0.08 | 38 | 45 | 22 | 11 | 36 | |
| Clustered Compositional ExplanationsBackbone=VGG-16, Pre-trained=ImageNet, Grouping=Cluster 42023.10 | 0.08 | 16 | 28 | 13 | 8 | 33 | |
| Clustered Compositional Explanations (Cluster 4)Backbone=ResNet182023.10 | 0.07 | 32 | 42 | 18 | 12 | 48 | |
| Clustered Compositional Explanations (Cluster 2)Backbone=VGG162023.10 | 0.07 | 43 | 56 | 20 | 10 | 43 | |
| Clustered Compositional ExplanationsBackbone=VGG-16, Pre-trained=ImageNet, Grouping=Cluster 22023.10 | 0.07 | 43 | 56 | 20 | 10 | 43 | |
| Clustered Compositional Explanations (Cluster 5)Backbone=ResNet182023.10 | 0.06 | 19 | 29 | 15 | 12 | 34 | |
| Clustered Compositional Explanations (Cluster 3)Backbone=VGG162023.10 | 0.06 | 29 | 40 | 18 | 8 | 39 | |
| Clustered Compositional ExplanationsBackbone=VGG-16, Pre-trained=ImageNet, Grouping=Cluster 32023.10 | 0.06 | 29 | 40 | 18 | 8 | 39 | |
| CoExBackbone=ResNet182023.10 | 0.05 | 13 | 28 | 12 | 12 | 32 | |
| Clustered Compositional Explanations (Cluster 5)Backbone=VGG162023.10 | 0.05 | 10 | 24 | 12 | 8 | 28 | |
| Clustered Compositional ExplanationsBackbone=VGG-16, Pre-trained=ImageNet, Grouping=Cluster 52023.10 | 0.05 | 10 | 24 | 12 | 8 | 28 | |
| NetDissectBackbone=ResNet182023.10 | 0.04 | 13 | 36 | 10 | 12 | 37 | |
| CoExBackbone=VGG162023.10 | 0.04 | 10 | 28 | 10 | 10 | 33 | |
| CoExBackbone=VGG-16, Pre-trained=ImageNet2023.10 | 0.04 | 10 | 28 | 10 | 10 | 33 | |
| NetDissectBackbone=VGG162023.10 | 0.03 | 13 | 35 | 11 | 11 | 39 | |
| NetDissectBackbone=VGG-16, Pre-trained=ImageNet2023.10 | 0.03 | 13 | 35 | 11 | 11 | 39 |