Concept Attribution on COCO
55Average Attribution F1LIME
Evaluation results
| Method | Links | |
|---|---|---|
| LIMEConcept Type=K-Linsep, Backbone=Llama, Target Granularity=SuperActivators2025.12 | 55 | |
| SHAPConcept Type=Linsep, Backbone=Llama, Target Granularity=SuperActivators2025.12 | 55 | |
| SHAPConcept Type=K-Linsep, Backbone=Llama, Target Granularity=SuperActivators2025.12 | 53 | |
| Direct AlignmentConcept Type=Linsep, Backbone=CLIP, Target Granularity=Concept2025.12 | 52 | |
| LIMEConcept Type=K-Means, Backbone=Llama, Target Granularity=SuperActivators2025.12 | 52 | |
| LIMEConcept Type=Avg, Backbone=Llama, Target Granularity=SuperActivators2025.12 | 51 | |
| SHAPConcept Type=Avg, Backbone=Llama, Target Granularity=SuperActivators2025.12 | 51 | |
| SHAPConcept Type=K-Means, Backbone=Llama, Target Granularity=SuperActivators2025.12 | 51 | |
| LIMEConcept Type=Linsep, Backbone=Llama, Target Granularity=SuperActivators2025.12 | 50 | |
| LIMEConcept Type=Linsep, Backbone=Llama, Target Granularity=Concept2025.12 | 49 | |
| LIMEConcept Type=K-Linsep, Backbone=Llama, Target Granularity=Concept2025.12 | 49 | |
| SHAPConcept Type=Linsep, Backbone=Llama, Target Granularity=Concept2025.12 | 49 | |
| SHAPConcept Type=K-Linsep, Backbone=Llama, Target Granularity=Concept2025.12 | 49 | |
| SHAPConcept Type=Avg, Backbone=Llama, Target Granularity=Concept2025.12 | 48 | |
| SHAPConcept Type=K-Means, Backbone=Llama, Target Granularity=Concept2025.12 | 48 | |
| IntGradConcept Type=Linsep, Backbone=Llama, Target Granularity=SuperActivators2025.12 | 48 | |
| IntGradConcept Type=K-Means, Backbone=Llama, Target Granularity=Concept2025.12 | 48 | |
| LIMEConcept Type=Avg, Backbone=Llama, Target Granularity=Concept2025.12 | 47 | |
| IntGradConcept Type=K-Means, Backbone=Llama, Target Granularity=SuperActivators2025.12 | 47 | |
| Direct AlignmentConcept Type=Linsep, Backbone=Llama, Target Granularity=Concept2025.12 | 46 | |
| Direct AlignmentConcept Type=Linsep, Backbone=CLIP, Target Granularity=SuperActivators2025.12 | 45 | |
| LIMEConcept Type=K-Means, Backbone=Llama, Target Granularity=Concept2025.12 | 45 | |
| IntGradConcept Type=Avg, Backbone=Llama, Target Granularity=SuperActivators2025.12 | 45 | |
| Direct AlignmentConcept Type=Linsep, Backbone=Llama, Target Granularity=SuperActivators2025.12 | 44 | |
| Direct AlignmentConcept Type=Avg, Backbone=CLIP, Target Granularity=Concept2025.12 | 43 | |
| IntGradConcept Type=Linsep, Backbone=Llama, Target Granularity=Concept2025.12 | 43 | |
| FullGradConcept Type=Linsep, Backbone=CLIP, Target Granularity=Concept2025.12 | 43 | |
| FullGradConcept Type=Linsep, Backbone=CLIP, Target Granularity=SuperActivators2025.12 | 43 | |
| IntGradConcept Type=Avg, Backbone=Llama, Target Granularity=Concept2025.12 | 42 | |
| CALMConcept Type=Linsep, Backbone=CLIP, Target Granularity=Concept2025.12 | 42 | |
| CALMConcept Type=Linsep, Backbone=CLIP, Target Granularity=SuperActivators2025.12 | 42 | |
| LIMEConcept Type=K-Linsep, Backbone=CLIP, Target Granularity=SuperActivators2025.12 | 41 | |
| CALMConcept Type=Linsep, Backbone=Llama, Target Granularity=SuperActivators2025.12 | 41 | |
| Direct AlignmentConcept Type=Avg, Backbone=CLIP, Target Granularity=SuperActivators2025.12 | 40 | |
| LIMEConcept Type=Linsep, Backbone=CLIP, Target Granularity=SuperActivators2025.12 | 40 | |
| RISEConcept Type=Linsep, Backbone=Llama, Target Granularity=SuperActivators2025.12 | 40 | |
| RISEConcept Type=K-Linsep, Backbone=Llama, Target Granularity=SuperActivators2025.12 | 40 | |
| IntGradConcept Type=K-Linsep, Backbone=Llama, Target Granularity=SuperActivators2025.12 | 39 | |
| FullGradConcept Type=Linsep, Backbone=Llama, Target Granularity=Concept2025.12 | 39 | |
| FullGradConcept Type=Linsep, Backbone=Llama, Target Granularity=SuperActivators2025.12 | 39 | |
| FullGradConcept Type=K-Linsep, Backbone=CLIP, Target Granularity=SuperActivators2025.12 | 39 | |
| CALMConcept Type=K-Linsep, Backbone=CLIP, Target Granularity=SuperActivators2025.12 | 39 | |
| MFABAConcept Type=Linsep, Backbone=CLIP, Target Granularity=SuperActivators2025.12 | 39 | |
| MFABAConcept Type=Linsep, Backbone=Llama, Target Granularity=SuperActivators2025.12 | 39 | |
| LIMEConcept Type=Avg, Backbone=CLIP, Target Granularity=SuperActivators2025.12 | 38 | |
| LIMEConcept Type=K-Means, Backbone=CLIP, Target Granularity=SuperActivators2025.12 | 38 | |
| LIMEConcept Type=K-Linsep, Backbone=CLIP, Target Granularity=Concept2025.12 | 38 | |
| SHAPConcept Type=Avg, Backbone=CLIP, Target Granularity=SuperActivators2025.12 | 38 | |
| SHAPConcept Type=K-Means, Backbone=CLIP, Target Granularity=SuperActivators2025.12 | 38 | |
| RISEConcept Type=Avg, Backbone=Llama, Target Granularity=SuperActivators2025.12 | 38 | |
| RISEConcept Type=Linsep, Backbone=CLIP, Target Granularity=SuperActivators2025.12 | 38 | |
| RISEConcept Type=K-Means, Backbone=Llama, Target Granularity=SuperActivators2025.12 | 38 | |
| RISEConcept Type=K-Linsep, Backbone=CLIP, Target Granularity=SuperActivators2025.12 | 38 | |
| SHAP IQConcept Type=Linsep, Backbone=Llama, Target Granularity=SuperActivators2025.12 | 38 | |
| SHAP IQConcept Type=K-Linsep, Backbone=Llama, Target Granularity=SuperActivators2025.12 | 38 | |
| IntGradConcept Type=K-Linsep, Backbone=Llama, Target Granularity=Concept2025.12 | 38 | |
| GradCAMConcept Type=Linsep, Backbone=CLIP, Target Granularity=SuperActivators2025.12 | 38 | |
| FullGradConcept Type=Avg, Backbone=Llama, Target Granularity=SuperActivators2025.12 | 38 | |
| CALMConcept Type=Linsep, Backbone=Llama, Target Granularity=Concept2025.12 | 38 | |
| Direct AlignmentConcept Type=Avg, Backbone=Llama, Target Granularity=SuperActivators2025.12 | 37 | |
| Direct AlignmentConcept Type=K-Means, Backbone=CLIP, Target Granularity=SuperActivators2025.12 | 37 | |
| SHAPConcept Type=Linsep, Backbone=CLIP, Target Granularity=SuperActivators2025.12 | 37 | |
| SHAPConcept Type=K-Linsep, Backbone=CLIP, Target Granularity=SuperActivators2025.12 | 37 | |
| SHAP IQConcept Type=Linsep, Backbone=CLIP, Target Granularity=SuperActivators2025.12 | 37 | |
| SHAP IQConcept Type=K-Linsep, Backbone=CLIP, Target Granularity=SuperActivators2025.12 | 37 | |
| GradCAMConcept Type=Linsep, Backbone=CLIP, Target Granularity=Concept2025.12 | 37 | |
| GradCAMConcept Type=Linsep, Backbone=Llama, Target Granularity=Concept2025.12 | 37 | |
| GradCAMConcept Type=Linsep, Backbone=Llama, Target Granularity=SuperActivators2025.12 | 37 | |
| FullGradConcept Type=K-Linsep, Backbone=Llama, Target Granularity=Concept2025.12 | 37 | |
| MFABAConcept Type=Avg, Backbone=CLIP, Target Granularity=SuperActivators2025.12 | 37 | |
| Direct AlignmentConcept Type=Avg, Backbone=Llama, Target Granularity=Concept2025.12 | 36 | |
| Direct AlignmentConcept Type=K-Linsep, Backbone=CLIP, Target Granularity=SuperActivators2025.12 | 36 | |
| LIMEConcept Type=K-Means, Backbone=CLIP, Target Granularity=Concept2025.12 | 36 | |
| RISEConcept Type=Avg, Backbone=Llama, Target Granularity=Concept2025.12 | 36 | |
| RISEConcept Type=K-Means, Backbone=Llama, Target Granularity=Concept2025.12 | 36 | |
| SHAP IQConcept Type=Avg, Backbone=Llama, Target Granularity=SuperActivators2025.12 | 36 | |
| SHAP IQConcept Type=Linsep, Backbone=Llama, Target Granularity=Concept2025.12 | 36 | |
| SHAP IQConcept Type=K-Means, Backbone=Llama, Target Granularity=SuperActivators2025.12 | 36 | |
| SHAP IQConcept Type=K-Linsep, Backbone=Llama, Target Granularity=Concept2025.12 | 36 | |
| GradCAMConcept Type=K-Linsep, Backbone=CLIP, Target Granularity=SuperActivators2025.12 | 36 | |
| GradCAMConcept Type=K-Linsep, Backbone=Llama, Target Granularity=Concept2025.12 | 36 | |
| CALMConcept Type=K-Linsep, Backbone=Llama, Target Granularity=SuperActivators2025.12 | 36 | |
| MFABAConcept Type=K-Linsep, Backbone=Llama, Target Granularity=SuperActivators2025.12 | 36 | |
| SHAPConcept Type=Linsep, Backbone=CLIP, Target Granularity=Concept2025.12 | 35 | |
| SHAPConcept Type=K-Linsep, Backbone=CLIP, Target Granularity=Concept2025.12 | 35 | |
| RISEConcept Type=Linsep, Backbone=CLIP, Target Granularity=Concept2025.12 | 35 | |
| RISEConcept Type=Linsep, Backbone=Llama, Target Granularity=Concept2025.12 | 35 | |
| RISEConcept Type=K-Linsep, Backbone=CLIP, Target Granularity=Concept2025.12 | 35 | |
| RISEConcept Type=K-Linsep, Backbone=Llama, Target Granularity=Concept2025.12 | 35 | |
| SHAP IQConcept Type=Avg, Backbone=CLIP, Target Granularity=SuperActivators2025.12 | 35 | |
| SHAP IQConcept Type=Avg, Backbone=Llama, Target Granularity=Concept2025.12 | 35 | |
| SHAP IQConcept Type=K-Means, Backbone=CLIP, Target Granularity=SuperActivators2025.12 | 35 | |
| SHAP IQConcept Type=K-Means, Backbone=Llama, Target Granularity=Concept2025.12 | 35 | |
| IntGradConcept Type=Linsep, Backbone=CLIP, Target Granularity=SuperActivators2025.12 | 35 | |
| IntGradConcept Type=K-Linsep, Backbone=CLIP, Target Granularity=SuperActivators2025.12 | 35 | |
| GradCAMConcept Type=Avg, Backbone=Llama, Target Granularity=SuperActivators2025.12 | 35 | |
| GradCAMConcept Type=K-Linsep, Backbone=CLIP, Target Granularity=Concept2025.12 | 35 | |
| FullGradConcept Type=Avg, Backbone=Llama, Target Granularity=Concept2025.12 | 35 | |
| FullGradConcept Type=K-Linsep, Backbone=CLIP, Target Granularity=Concept2025.12 | 35 | |
| CALMConcept Type=K-Linsep, Backbone=CLIP, Target Granularity=Concept2025.12 | 35 |