Image Classification on AwA2 clipart (ID)
97.26AccuracyLaBO + DDO
Evaluation Results
| Method | Links | |
|---|---|---|
| LaBO + DDOBackbone=CLIP ViT-L/14, Concept=LLM2025.03 | 97.26 | |
| LaBO‡Concept=LLM, Method=+DDO2025.03 | 97.26 | |
| PCBM+ + DDOBackbone=CLIP ViT-L/14, Concept=ConceptNet2025.03 | 97.19 | |
| PCBM†Concept=ConceptNet, Method=+DDO, Backbone=CLIP2025.03 | 97.19 | |
| PCBM+ baselineBackbone=CLIP ViT-L/14, Concept=ConceptNet2025.03 | 97.17 | |
| PCBM†Concept=ConceptNet, Method=baseline, Backbone=CLIP2025.03 | 97.17 | |
| LaBO baselineBackbone=CLIP ViT-L/14, Concept=LLM2025.03 | 97.14 | |
| LaBO‡Concept=LLM, Method=baseline2025.03 | 97.14 | |
| CLIP LPBackbone=CLIP ViT-L/14, Concept=none2025.03 | 97.11 | |
| CLIP LP2025.03 | 97.11 | |
| CLIP-CBM + DDOBackbone=CLIP ViT-L/14, Concept=human2025.03 | 95.71 | |
| CLIP-CBMConcept=human, Method=+DDO2025.03 | 95.71 | |
| CLIP ZSBackbone=CLIP ViT-L/14, Concept=none2025.03 | 95.7 | |
| CLIP ZS2025.03 | 95.7 | |
| CLIP-CBM baselineBackbone=CLIP ViT-L/14, Concept=human2025.03 | 95.69 | |
| CLIP-CBMConcept=human, Method=baseline2025.03 | 95.69 | |
| LaBO + DDOBackbone=CLIP ViT-B/32, Concept=LLM2025.03 | 94.5 | |
| LaBO baselineBackbone=CLIP ViT-B/32, Concept=LLM2025.03 | 93.9 | |
| PCBM+ baselineBackbone=CLIP ViT-B/32, Concept=ConceptNet2025.03 | 93.41 | |
| PCBM+ + DDOBackbone=CLIP ViT-B/32, Concept=ConceptNet2025.03 | 92.58 | |
| CLIP-CBM baselineBackbone=CLIP ViT-B/32, Concept=human2025.03 | 92.38 | |
| CLIP LPBackbone=CLIP ViT-B/32, Concept=none2025.03 | 91.72 | |
| CLIP ZSBackbone=CLIP ViT-B/32, Concept=none2025.03 | 91.5 | |
| CLIP-CBM + DDOBackbone=CLIP ViT-B/32, Concept=human2025.03 | 90.95 |