Image Classification on AwA2 clipart (OOD)
90.26AccuracyCLIP ZS
Evaluation results
| Method | Links | |
|---|---|---|
| CLIP ZSBackbone=CLIP ViT-L/14, Concept=none2025.03 | 90.26 | |
| CLIP ZS2025.03 | 90.26 | |
| LaBO + DDOBackbone=CLIP ViT-L/14, Concept=LLM2025.03 | 87.66 | |
| LaBO‡Concept=LLM, Method=+DDO2025.03 | 87.66 | |
| CLIP LPBackbone=CLIP ViT-L/14, Concept=none2025.03 | 86.75 | |
| CLIP LP2025.03 | 86.75 | |
| PCBM+ + DDOBackbone=CLIP ViT-L/14, Concept=ConceptNet2025.03 | 86.58 | |
| PCBM†Concept=ConceptNet, Method=+DDO, Backbone=CLIP2025.03 | 86.58 | |
| PCBM+ baselineBackbone=CLIP ViT-L/14, Concept=ConceptNet2025.03 | 84.77 | |
| PCBM†Concept=ConceptNet, Method=baseline, Backbone=CLIP2025.03 | 84.77 | |
| LaBO baselineBackbone=CLIP ViT-L/14, Concept=LLM2025.03 | 84.15 | |
| LaBO‡Concept=LLM, Method=baseline2025.03 | 84.15 | |
| CLIP-CBM + DDOBackbone=CLIP ViT-L/14, Concept=human2025.03 | 83.72 | |
| CLIP-CBMConcept=human, Method=+DDO2025.03 | 83.72 | |
| CLIP-CBM baselineBackbone=CLIP ViT-L/14, Concept=human2025.03 | 81.91 | |
| CLIP-CBMConcept=human, Method=baseline2025.03 | 81.91 | |
| CLIP LPBackbone=CLIP ViT-B/32, Concept=none2025.03 | 79.32 | |
| PCBM+ baselineBackbone=CLIP ViT-B/32, Concept=ConceptNet2025.03 | 71.78 | |
| LaBO + DDOBackbone=CLIP ViT-B/32, Concept=LLM2025.03 | 71.7 | |
| PCBM+ + DDOBackbone=CLIP ViT-B/32, Concept=ConceptNet2025.03 | 69.11 | |
| CLIP ZSBackbone=CLIP ViT-B/32, Concept=none2025.03 | 67.44 | |
| CLIP-CBM + DDOBackbone=CLIP ViT-B/32, Concept=human2025.03 | 66.29 | |
| LaBO baselineBackbone=CLIP ViT-B/32, Concept=LLM2025.03 | 62.6 | |
| CLIP-CBM baselineBackbone=CLIP ViT-B/32, Concept=human2025.03 | 62.14 |