Image Classification on ImageNet (Accuracy and Sparsity)
79.4AccuracyCLIP Embeddings-H
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CLIP Embeddings-HArchitecture Type=Non-Interpretable, Concepts=false, Sparsity Optimized=false2023.10 | 79.4 | — | |
| CF-CBM-LArchitecture Type=Concept-Based Patches Low Level, Concepts=true, Sparsity Optimized=true2023.10 | 78.45 | 15 | |
| CF-CBM-HArchitecture Type=Concept-Based Whole Image High Level, Concepts=true, Sparsity Optimized=true2023.10 | 77.4 | 27.2 | |
| CDM-HArchitecture Type=Concept-Based Whole Image High Level, Concepts=true, Sparsity Optimized=true2023.10 | 76.55 | 14 | |
| Baseline (Images)Architecture Type=Non-Interpretable, Concepts=false, Sparsity Optimized=false2023.10 | 76.13 | — | |
| CDM-HArchitecture Type=Concept-Based Whole Image High Level, Concepts=true, Sparsity Optimized=false2023.10 | 75.22 | — | |
| Label-Free CBMsArchitecture Type=Concept-Based Whole Image High Level, Concepts=true, Sparsity Optimized=true2023.10 | 71.98 | — | |
| CLIP Embeddings-LArchitecture Type=Non-Interpretable, Concepts=false, Sparsity Optimized=false2023.10 | 62.85 | — | |
| CDM-LArchitecture Type=Concept-Based Patches Low Level, Concepts=true, Sparsity Optimized=true2023.10 | 58.2 | 25.6 | |
| CDM-LArchitecture Type=Concept-Based Patches Low Level, Concepts=true, Sparsity Optimized=false2023.10 | 49.2 | — |