Concept Attribution on Pascal
71F1 (Concept)LIME
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LIMEEvaluation Protocol=Linsep, Backbone=Llama2025.12 | 71 | 72 | |
| LIMEEvaluation Protocol=Avg, Backbone=Llama2025.12 | 69 | 71 | |
| SHAPEvaluation Protocol=Linsep, Backbone=Llama2025.12 | 69 | 72 | |
| SHAPEvaluation Protocol=K-Linsep, Backbone=Llama2025.12 | 69 | 72 | |
| IntGradEvaluation Protocol=Avg, Backbone=Llama2025.12 | 69 | 71 | |
| IntGradEvaluation Protocol=Linsep, Backbone=Llama2025.12 | 67 | 71 | |
| SHAPEvaluation Protocol=Avg, Backbone=Llama2025.12 | 65 | 70 | |
| SHAPEvaluation Protocol=K-Means, Backbone=Llama2025.12 | 65 | 70 | |
| RISEEvaluation Protocol=Linsep, Backbone=Llama2025.12 | 55 | 58 | |
| RISEEvaluation Protocol=K-Linsep, Backbone=Llama2025.12 | 55 | 58 | |
| Direct AlignmentEvaluation Protocol=Linsep, Backbone=CLIP2025.12 | 54 | 42 | |
| RISEEvaluation Protocol=Linsep, Backbone=CLIP2025.12 | 54 | 54 | |
| RISEEvaluation Protocol=K-Linsep, Backbone=CLIP2025.12 | 54 | 54 | |
| SHAP IQEvaluation Protocol=Linsep, Backbone=Llama2025.12 | 53 | 54 | |
| SHAP IQEvaluation Protocol=K-Linsep, Backbone=Llama2025.12 | 53 | 54 | |
| MFABAEvaluation Protocol=Linsep, Backbone=CLIP2025.12 | 53 | 55 | |
| RISEEvaluation Protocol=Avg, Backbone=Llama2025.12 | 52 | 55 | |
| RISEEvaluation Protocol=K-Means, Backbone=Llama2025.12 | 52 | 55 | |
| SHAP IQEvaluation Protocol=Linsep, Backbone=CLIP2025.12 | 52 | 53 | |
| SHAP IQEvaluation Protocol=K-Linsep, Backbone=CLIP2025.12 | 52 | 53 | |
| SHAP IQEvaluation Protocol=Avg, Backbone=Llama2025.12 | 52 | 55 | |
| SHAP IQEvaluation Protocol=K-Means, Backbone=Llama2025.12 | 52 | 55 | |
| LIMEEvaluation Protocol=Linsep, Backbone=CLIP2025.12 | 51 | 55 | |
| MFABAEvaluation Protocol=K-Linsep, Backbone=CLIP2025.12 | 51 | 49 | |
| MFABAEvaluation Protocol=Linsep, Backbone=Llama2025.12 | 51 | 52 | |
| LIMEEvaluation Protocol=Avg, Backbone=CLIP2025.12 | 50 | 52 | |
| SHAPEvaluation Protocol=Linsep, Backbone=CLIP2025.12 | 50 | 52 | |
| SHAPEvaluation Protocol=K-Linsep, Backbone=CLIP2025.12 | 50 | 52 | |
| RISEEvaluation Protocol=Avg, Backbone=CLIP2025.12 | 50 | 51 | |
| RISEEvaluation Protocol=K-Means, Backbone=CLIP2025.12 | 50 | 51 | |
| SHAP IQEvaluation Protocol=Avg, Backbone=CLIP2025.12 | 50 | 51 | |
| SHAP IQEvaluation Protocol=K-Means, Backbone=CLIP2025.12 | 50 | 51 | |
| MFABAEvaluation Protocol=Avg, Backbone=CLIP2025.12 | 50 | 52 | |
| MFABAEvaluation Protocol=Avg, Backbone=Llama2025.12 | 50 | 51 | |
| IntGradEvaluation Protocol=Linsep, Backbone=CLIP2025.12 | 49 | 52 | |
| MFABAEvaluation Protocol=K-Linsep, Backbone=Llama2025.12 | 49 | 47 | |
| SHAPEvaluation Protocol=Avg, Backbone=CLIP2025.12 | 48 | 52 | |
| SHAPEvaluation Protocol=K-Means, Backbone=CLIP2025.12 | 48 | 52 | |
| IntGradEvaluation Protocol=Avg, Backbone=CLIP2025.12 | 48 | 51 | |
| CALMEvaluation Protocol=Linsep, Backbone=Llama2025.12 | 48 | 52 | |
| MFABAEvaluation Protocol=K-Means, Backbone=Llama2025.12 | 48 | 47 | |
| GradCAMEvaluation Protocol=Linsep, Backbone=Llama2025.12 | 47 | 50 | |
| Direct AlignmentEvaluation Protocol=Linsep, Backbone=Llama2025.12 | 46 | 33 | |
| CALMEvaluation Protocol=Linsep, Backbone=CLIP2025.12 | 46 | 48 | |
| MFABAEvaluation Protocol=K-Means, Backbone=CLIP2025.12 | 46 | 50 | |
| GradCAMEvaluation Protocol=Avg, Backbone=Llama2025.12 | 45 | 45 | |
| CALMEvaluation Protocol=K-Linsep, Backbone=Llama2025.12 | 45 | 49 | |
| GradCAMEvaluation Protocol=Linsep, Backbone=CLIP2025.12 | 44 | 47 | |
| GradCAMEvaluation Protocol=K-Linsep, Backbone=Llama2025.12 | 44 | 47 | |
| FullGradEvaluation Protocol=Linsep, Backbone=CLIP2025.12 | 44 | 45 | |
| FullGradEvaluation Protocol=Linsep, Backbone=Llama2025.12 | 44 | 44 | |
| CALMEvaluation Protocol=Avg, Backbone=Llama2025.12 | 44 | 45 | |
| GradCAMEvaluation Protocol=Avg, Backbone=CLIP2025.12 | 43 | 45 | |
| GradCAMEvaluation Protocol=K-Linsep, Backbone=CLIP2025.12 | 43 | 45 | |
| GradCAMEvaluation Protocol=K-Means, Backbone=Llama2025.12 | 43 | 40 | |
| FullGradEvaluation Protocol=K-Linsep, Backbone=CLIP2025.12 | 43 | 42 | |
| CALMEvaluation Protocol=K-Linsep, Backbone=CLIP2025.12 | 43 | 46 | |
| Direct AlignmentEvaluation Protocol=Avg, Backbone=CLIP2025.12 | 42 | 35 | |
| GradCAMEvaluation Protocol=K-Means, Backbone=CLIP2025.12 | 42 | 40 | |
| FullGradEvaluation Protocol=K-Linsep, Backbone=Llama2025.12 | 42 | 43 | |
| CALMEvaluation Protocol=Avg, Backbone=CLIP2025.12 | 42 | 42 | |
| FullGradEvaluation Protocol=Avg, Backbone=CLIP2025.12 | 41 | 44 | |
| CALMEvaluation Protocol=K-Means, Backbone=Llama2025.12 | 41 | 43 | |
| Direct AlignmentEvaluation Protocol=Avg, Backbone=Llama2025.12 | 40 | 29 | |
| FullGradEvaluation Protocol=Avg, Backbone=Llama2025.12 | 40 | 42 | |
| FullGradEvaluation Protocol=K-Means, Backbone=Llama2025.12 | 38 | 38 | |
| FullGradEvaluation Protocol=K-Means, Backbone=CLIP2025.12 | 37 | 42 | |
| CALMEvaluation Protocol=K-Means, Backbone=CLIP2025.12 | 37 | 37 | |
| LIMEEvaluation Protocol=K-Linsep, Backbone=CLIP2025.12 | 36 | 35 | |
| IntGradEvaluation Protocol=K-Linsep, Backbone=CLIP2025.12 | 34 | 34 | |
| IntGradEvaluation Protocol=K-Means, Backbone=Llama2025.12 | 34 | 35 | |
| IntGradEvaluation Protocol=K-Linsep, Backbone=Llama2025.12 | 34 | 34 | |
| LIMEEvaluation Protocol=K-Means, Backbone=CLIP2025.12 | 33 | 34 | |
| LIMEEvaluation Protocol=K-Means, Backbone=Llama2025.12 | 33 | 32 | |
| LIMEEvaluation Protocol=K-Linsep, Backbone=Llama2025.12 | 33 | 33 | |
| IntGradEvaluation Protocol=K-Means, Backbone=CLIP2025.12 | 33 | 33 | |
| Direct AlignmentEvaluation Protocol=K-Means, Backbone=CLIP2025.12 | 27 | 33 | |
| Direct AlignmentEvaluation Protocol=K-Linsep, Backbone=CLIP2025.12 | 24 | 30 | |
| Direct AlignmentEvaluation Protocol=K-Means, Backbone=Llama2025.12 | 22 | 24 | |
| Direct AlignmentEvaluation Protocol=K-Linsep, Backbone=Llama2025.12 | 22 | 24 |