Neuron Explanation Analysis on ADE20K
27IoUClustered Compositional Explanations
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Clustered Compositional ExplanationsCluster=1, Activation Range=Lowest2023.10 | 27 | 99 | 96 | 54 | 34 | 64 | |
| Clustered Compositional ExplanationsBackbone=DenseNet161, Cluster=22023.10 | 26 | 96 | 96 | 53 | 35 | 48 | |
| Clustered Compositional ExplanationsBackbone=DenseNet161, Cluster=32023.10 | 26 | 99 | 98 | 55 | 33 | 38 | |
| Clustered Compositional ExplanationsBackbone=AlexNet, Cluster Assignment=Cluster 12023.10 | 25 | 99 | 91 | 57 | 30 | 55 | |
| Clustered Compositional ExplanationsBackbone=DenseNet1612023.10 | 20 | 77 | 83 | 43 | 27 | 52 | |
| Clustered Compositional ExplanationsBackbone=DenseNet161, Cluster=42023.10 | 20 | 84 | 85 | 44 | 27 | 57 | |
| Clustered Compositional ExplanationsAggregation=Average over clusters2023.10 | 15 | 60 | 69 | 37 | 20 | 61 | |
| Clustered Compositional ExplanationsCluster=22023.10 | 15 | 91 | 80 | 49 | 18 | 68 | |
| Clustered Compositional ExplanationsBackbone=DenseNet161, Cluster=12023.10 | 14 | 63 | 74 | 35 | 20 | 61 | |
| Clustered Compositional ExplanationsCluster=32023.10 | 12 | 56 | 64 | 33 | 16 | 62 | |
| Clustered Compositional ExplanationsBackbone=AlexNet2023.10 | 12 | 65 | 67 | 33 | 17 | 48 | |
| Clustered Compositional ExplanationsBackbone=AlexNet, Cluster Assignment=Cluster 22023.10 | 12 | 88 | 76 | 43 | 15 | 60 | |
| Clustered Compositional ExplanationsBackbone=DenseNet161, Cluster=52023.10 | 11 | 42 | 62 | 28 | 18 | 56 | |
| Clustered Compositional ExplanationsCluster=42023.10 | 10 | 35 | 52 | 25 | 15 | 53 | |
| Clustered Compositional ExplanationsBackbone=AlexNet, Cluster Assignment=Cluster 32023.10 | 10 | 63 | 56 | 29 | 14 | 54 | |
| Clustered Compositional ExplanationsCluster=5, Activation Range=Highest2023.10 | 9 | 21 | 53 | 22 | 18 | 58 | |
| CoEx2023.10 | 8 | 14 | 53 | 15 | 18 | 57 | |
| Clustered Compositional ExplanationsBackbone=AlexNet, Cluster Assignment=Cluster 42023.10 | 8 | 47 | 37 | 23 | 12 | 42 | |
| Clustered Compositional ExplanationsBackbone=AlexNet, Cluster Assignment=Cluster 52023.10 | 6 | 27 | 23 | 14 | 13 | 27 | |
| CoExBackbone=DenseNet1612023.10 | 6 | 9 | 51 | 11 | 13 | 42 | |
| NetDissect2023.10 | 5 | 14 | 58 | 14 | 15 | 62 | |
| CoExBackbone=AlexNet2023.10 | 5 | 24 | 22 | 14 | 11 | 23 | |
| NetDissectBackbone=DenseNet1612023.10 | 5 | 5 | 52 | 7 | 15 | 40 | |
| NetDissectBackbone=AlexNet2023.10 | 3 | 25 | 32 | 15 | 13 | 27 |