Image Classification on CUB Painting (ID)
82.34AccuracyLaBO + DDO
Evaluation results
| Method | Links | |
|---|---|---|
| LaBO + DDOBackbone=CLIP ViT-L/14, Concept=LLM2025.03 | 82.34 | |
| LaBO‡Concept=LLM, Method=+DDO2025.03 | 82.34 | |
| CLIP LPBackbone=CLIP ViT-L/14, Concept=none2025.03 | 82 | |
| CLIP LP2025.03 | 82 | |
| LaBO baselineBackbone=CLIP ViT-L/14, Concept=LLM2025.03 | 81.91 | |
| LaBO‡Concept=LLM, Method=baseline2025.03 | 81.91 | |
| CLIP-CBM + DDOBackbone=CLIP ViT-L/14, Concept=human2025.03 | 78.7 | |
| CLIP-CBMConcept=human, Method=+DDO2025.03 | 78.7 | |
| CLIP-CBM baselineBackbone=CLIP ViT-L/14, Concept=human2025.03 | 78.51 | |
| CLIP-CBMConcept=human, Method=baseline2025.03 | 78.51 | |
| PCBM+ + DDOBackbone=CLIP ViT-L/14, Concept=ConceptNet2025.03 | 76.48 | |
| PCBM†Concept=ConceptNet, Method=+DDO, Backbone=CLIP2025.03 | 76.48 | |
| PCBM+ baselineBackbone=CLIP ViT-L/14, Concept=ConceptNet2025.03 | 75.85 | |
| PCBM†Concept=ConceptNet, Method=baseline, Backbone=CLIP2025.03 | 75.85 | |
| LaBO + DDOBackbone=CLIP ViT-B/32, Concept=LLM2025.03 | 67.83 | |
| LaBO baselineBackbone=CLIP ViT-B/32, Concept=LLM2025.03 | 67.57 | |
| CLIP ZSBackbone=CLIP ViT-B/32, Concept=none2025.03 | 65.27 | |
| CLIP-CBM + DDOBackbone=CLIP ViT-B/32, Concept=human2025.03 | 62.88 | |
| CLIP ZSBackbone=CLIP ViT-L/14, Concept=none2025.03 | 62.21 | |
| CLIP ZS2025.03 | 62.21 | |
| CLIP-CBM baselineBackbone=CLIP ViT-B/32, Concept=human2025.03 | 61.05 | |
| PCBM+ + DDOBackbone=CLIP ViT-B/32, Concept=ConceptNet2025.03 | 58.81 | |
| PCBM+ baselineBackbone=CLIP ViT-B/32, Concept=ConceptNet2025.03 | 58.31 | |
| CLIP LPBackbone=CLIP ViT-B/32, Concept=none2025.03 | 51.59 |