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ResearchFormerly WizWand

Classification on CheXpert 5x200 1.0

66.74AccuracyCLEFT-LORA
18.296830.873443.4556.0266Jul 30, 2024
Updated 8mo ago

Evaluation results

MethodLinks
CLEFT-LORAEvaluation Protocol=Zero-shot2024.0766.74—
CLEFT-LORAEvaluation Protocol=Full-finetuning2024.0763.9688.22
CLEFT-LORAEvaluation Protocol=Linear-probing2024.0763.4687.76
CLEFT-PrefixEvaluation Protocol=Full-finetuning2024.0761.5687.73
CLEFT-IA3Evaluation Protocol=Full-finetuning2024.0761.0686.81
CLEFT-PrefixEvaluation Protocol=Linear-probing2024.0760.5587.2
CLEFT-IA3Evaluation Protocol=Linear-probing2024.0760.1686.48
MedCLIP-SwinEvaluation Protocol=Zero-shot, Pre-training Dataset=2x larger than standard2024.0759.42—
MRM-VITEvaluation Protocol=Linear-probing2024.0758.2684.48
GLORIA-R50Evaluation Protocol=Full-finetuning2024.0757.5687.11
MedCLIP-SwinEvaluation Protocol=Full-finetuning, Pre-training Dataset=2x larger than standard2024.0757.4687.85
MGCA-VIT+Evaluation Protocol=Full-finetuning, Pre-training Dataset=2x larger than standard2024.0756.9686.33
MRM-VITEvaluation Protocol=Full-finetuning2024.0756.5687.41
ImageNet-ViTEvaluation Protocol=Full-finetuning2024.0756.4685.71
MedCLIP-SwinEvaluation Protocol=Linear-probing, Pre-training Dataset=2x larger than standard2024.0754.5585.75
GLORIA-R50Evaluation Protocol=Linear-probing2024.0751.6583.15
MGCA-VIT+Evaluation Protocol=Zero-shot, Pre-training Dataset=2x larger than standard2024.0751.35—
ConVIRT-R50Evaluation Protocol=Linear-probing2024.0747.7—
CLIP-VITEvaluation Protocol=Full-finetuning2024.0744.8477.59
GLORIA-R50Evaluation Protocol=Zero-shot2024.0743.28—
ConVIRT-R50Evaluation Protocol=Zero-shot2024.0741.88—
ImageNet-ViTEvaluation Protocol=Linear-probing2024.0738.5475.44
CLIP-VITEvaluation Protocol=Linear-probing2024.0735.3465.14
MGCA-VIT+Evaluation Protocol=Linear-probing, Pre-training Dataset=2x larger than standard2024.0726.6363.94
Random-ViTEvaluation Protocol=Linear-probing2024.0720.6257.85
Random-ViTEvaluation Protocol=Full-finetuning2024.0720.3263.68
CLIP-VITEvaluation Protocol=Zero-shot2024.0720.16—