Image Classification on LADA-Sculpture (ID)
98.27AccuracyLaBO + DDO
Evaluation results
| Method | Links | |
|---|---|---|
| LaBO + DDOBackbone=CLIP ViT-B/32, Concept=LLM2025.03 | 98.27 | |
| LaBO + DDOBackbone=CLIP ViT-L/14, Concept=LLM2025.03 | 98.12 | |
| LaBO‡Concept=LLM, Method=+DDO2025.03 | 98.12 | |
| PCBM+ + DDOBackbone=CLIP ViT-L/14, Concept=ConceptNet2025.03 | 97.64 | |
| PCBM†Concept=ConceptNet, Method=+DDO, Backbone=CLIP2025.03 | 97.64 | |
| PCBM+ baselineBackbone=CLIP ViT-L/14, Concept=ConceptNet2025.03 | 97.6 | |
| PCBM†Concept=ConceptNet, Method=baseline, Backbone=CLIP2025.03 | 97.6 | |
| LaBO baselineBackbone=CLIP ViT-L/14, Concept=LLM2025.03 | 97.41 | |
| LaBO‡Concept=LLM, Method=baseline2025.03 | 97.41 | |
| CLIP LPBackbone=CLIP ViT-L/14, Concept=none2025.03 | 96.81 | |
| CLIP LP2025.03 | 96.81 | |
| CLIP-CBM + DDOBackbone=CLIP ViT-L/14, Concept=human2025.03 | 96.77 | |
| CLIP-CBMConcept=human, Method=+DDO2025.03 | 96.77 | |
| LaBO baselineBackbone=CLIP ViT-B/32, Concept=LLM2025.03 | 96.7 | |
| CLIP-CBM baselineBackbone=CLIP ViT-L/14, Concept=human2025.03 | 96.66 | |
| CLIP-CBMConcept=human, Method=baseline2025.03 | 96.66 | |
| PCBM+ + DDOBackbone=CLIP ViT-B/32, Concept=ConceptNet2025.03 | 95.76 | |
| PCBM+ baselineBackbone=CLIP ViT-B/32, Concept=ConceptNet2025.03 | 95.31 | |
| CLIP-CBM + DDOBackbone=CLIP ViT-B/32, Concept=human2025.03 | 95.05 | |
| CLIP-CBM baselineBackbone=CLIP ViT-B/32, Concept=human2025.03 | 94.52 | |
| CLIP ZSBackbone=CLIP ViT-L/14, Concept=none2025.03 | 91.26 | |
| CLIP ZS2025.03 | 91.26 | |
| CLIP LPBackbone=CLIP ViT-B/32, Concept=none2025.03 | 89.46 | |
| CLIP ZSBackbone=CLIP ViT-B/32, Concept=none2025.03 | 87.17 |