Image Classification on CIFAR10 PACS (combined)
99AccuracyTest-Time Dynamic Model Selection (MetaCLIP-SigLIP)
Evaluation results
| Method | Links | |
|---|---|---|
| Test-Time Dynamic Model Selection (MetaCLIP-SigLIP)Model Pair=MetaCLIP-SigLIP, Number of trials=1500 trials2025.12 | 99 | |
| Best individual VLM (MetaCLIP-SigLIP)Model Pair=MetaCLIP-SigLIP, Number of trials=1500 trials2025.12 | 98.7 | |
| Best individual VLM (MetaCLIP-SigLIP)Model Pair=MetaCLIP-SigLIP, Number of trials=2500 trials2025.12 | 98.7 | |
| Test-Time Dynamic Model Selection (MetaCLIP-SigLIP)Model Pair=MetaCLIP-SigLIP, Number of trials=2500 trials2025.12 | 98.6 | |
| Test-Time Dynamic Model Selection (MetaCLIP-SigLIP)Model Pair=MetaCLIP-SigLIP, Number of trials=4000 trials2025.12 | 98.5 | |
| Best individual VLM (MetaCLIP-SigLIP)Model Pair=MetaCLIP-SigLIP, Number of trials=4000 trials2025.12 | 98.4 | |
| Test-Time Dynamic Model Selection (CLIP-ALIGN)Model Pair=CLIP-ALIGN, Number of trials=2500 trials2025.12 | 96.2 | |
| Test-Time Dynamic Model Selection (CLIP-ALIGN)Model Pair=CLIP-ALIGN, Number of trials=1500 trials2025.12 | 96 | |
| Test-Time Dynamic Model Selection (CLIP-ALIGN)Model Pair=CLIP-ALIGN, Number of trials=4000 trials2025.12 | 95.8 | |
| Best individual VLM (CLIP-ALIGN)Model Pair=CLIP-ALIGN, Number of trials=2500 trials2025.12 | 94.8 | |
| Best individual VLM (CLIP-ALIGN)Model Pair=CLIP-ALIGN, Number of trials=4000 trials2025.12 | 94.8 | |
| Best individual VLM (CLIP-ALIGN)Model Pair=CLIP-ALIGN, Number of trials=1500 trials2025.12 | 94.2 |