Image Classification on CUB (Accuracy and Sparsity)
81.9AccuracyCLIP Embeddings-H
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CLIP Embeddings-HArchitecture Type=Non-Interpretable, Concepts=false, Sparsity Optimized=false2023.10 | 81.9 | — | |
| CDM-HArchitecture Type=Concept-Based Whole Image High Level, Concepts=true, Sparsity Optimized=false2023.10 | 80.3 | — | |
| CF-CBM-HArchitecture Type=Concept-Based Whole Image High Level, Concepts=true, Sparsity Optimized=true2023.10 | 79.5 | 50 | |
| CDM-HArchitecture Type=Concept-Based Whole Image High Level, Concepts=true, Sparsity Optimized=true2023.10 | 78.9 | 19 | |
| Baseline (Images)Architecture Type=Non-Interpretable, Concepts=false, Sparsity Optimized=false2023.10 | 76.7 | — | |
| Label-Free CBMsArchitecture Type=Concept-Based Whole Image High Level, Concepts=true, Sparsity Optimized=true2023.10 | 74.59 | — | |
| CF-CBM-LArchitecture Type=Concept-Based Patches Low Level, Concepts=true, Sparsity Optimized=true2023.10 | 73.2 | 29.8 | |
| CDM-LArchitecture Type=Concept-Based Patches Low Level, Concepts=true, Sparsity Optimized=true2023.10 | 59.62 | 58 | |
| CLIP Embeddings-LArchitecture Type=Non-Interpretable, Concepts=false, Sparsity Optimized=false2023.10 | 47.8 | — | |
| CDM-LArchitecture Type=Concept-Based Patches Low Level, Concepts=true, Sparsity Optimized=false2023.10 | 39.05 | — |