Image Classification on CUB-Painting (OOD)
61.4AccuracyCLIP LP
Evaluation results
| Method | Links | |
|---|---|---|
| CLIP LPBackbone=CLIP ViT-L/14, Concept=none2025.03 | 61.4 | |
| CLIP LP2025.03 | 61.4 | |
| LaBO + DDOBackbone=CLIP ViT-L/14, Concept=LLM2025.03 | 59.6 | |
| LaBO‡Concept=LLM, Method=+DDO2025.03 | 59.6 | |
| PCBM+ + DDOBackbone=CLIP ViT-L/14, Concept=ConceptNet2025.03 | 57.5 | |
| PCBM†Concept=ConceptNet, Method=+DDO, Backbone=CLIP2025.03 | 57.5 | |
| LaBO baselineBackbone=CLIP ViT-L/14, Concept=LLM2025.03 | 56.24 | |
| LaBO‡Concept=LLM, Method=baseline2025.03 | 56.24 | |
| CLIP-CBM + DDOBackbone=CLIP ViT-L/14, Concept=human2025.03 | 55.53 | |
| CLIP-CBMConcept=human, Method=+DDO2025.03 | 55.53 | |
| PCBM+ baselineBackbone=CLIP ViT-L/14, Concept=ConceptNet2025.03 | 54.41 | |
| PCBM†Concept=ConceptNet, Method=baseline, Backbone=CLIP2025.03 | 54.41 | |
| CLIP ZSBackbone=CLIP ViT-L/14, Concept=none2025.03 | 52.77 | |
| CLIP ZS2025.03 | 52.77 | |
| CLIP-CBM baselineBackbone=CLIP ViT-L/14, Concept=human2025.03 | 50.54 | |
| CLIP-CBMConcept=human, Method=baseline2025.03 | 50.54 | |
| CLIP LPBackbone=CLIP ViT-B/32, Concept=none2025.03 | 44.57 | |
| CLIP ZSBackbone=CLIP ViT-B/32, Concept=none2025.03 | 40.14 | |
| PCBM+ + DDOBackbone=CLIP ViT-B/32, Concept=ConceptNet2025.03 | 39.91 | |
| CLIP-CBM + DDOBackbone=CLIP ViT-B/32, Concept=human2025.03 | 39.51 | |
| PCBM+ baselineBackbone=CLIP ViT-B/32, Concept=ConceptNet2025.03 | 38.83 | |
| LaBO + DDOBackbone=CLIP ViT-B/32, Concept=LLM2025.03 | 37.28 | |
| LaBO baselineBackbone=CLIP ViT-B/32, Concept=LLM2025.03 | 35.35 | |
| CLIP-CBM baselineBackbone=CLIP ViT-B/32, Concept=human2025.03 | 35.08 |