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Mass Classification on VinDr

0.88AUCMammo-CLIP w/ EN-B5
0.17280.35640.540.7236May 20, 2024
Updated 8mo ago

Evaluation results

MethodLinks
Mammo-CLIP w/ EN-B5Pre-training Data=UPMC, VinDr, Evaluation Protocol=Finetune, Training Data Percentage=100%2024.050.88
Mammo-CLIP w/ EN-B5Pre-training Data=UPMC, VinDr, Evaluation Protocol=Linear Probe, Training Data Percentage=100%2024.050.86
Mammo-CLIP w/ EN-B2Pre-training Data=UPMC, Evaluation Protocol=Finetune, Training Data Percentage=100%2024.050.85
Mammo-CLIP w/ EN-B5Pre-training Data=UPMC, Evaluation Protocol=Finetune, Training Data Percentage=100%2024.050.85
Mammo-CLIP w/ EN-B5Pre-training Data=UPMC, VinDr, Evaluation Protocol=Linear Probe, Training Data Percentage=50%2024.050.84
Mammo-CLIP w/ EN-B5Pre-training Data=UPMC, VinDr, Evaluation Protocol=Linear Probe, Training Data Percentage=10%2024.050.8
Mammo-CLIP w/ EN-B5Pre-training Data=UPMC, Evaluation Protocol=Linear Probe, Training Data Percentage=100%2024.050.79
CLIP w/ EN-B5Pre-training Data=UPMC, Evaluation Protocol=Finetune, Training Data Percentage=100%2024.050.78
Mammo-CLIP w/ EN-B5Pre-training Data=UPMC, Evaluation Protocol=Linear Probe, Training Data Percentage=50%2024.050.78
Mammo-CLIP w/ EN-B5Pre-training Data=UPMC, VinDr, Evaluation Protocol=Zero-shot, Training Data Percentage=100%2024.050.76
Mammo-CLIP w/ EN-B2Pre-training Data=UPMC, Evaluation Protocol=Linear Probe, Training Data Percentage=100%2024.050.73
Mammo-CLIP w/ EN-B5Pre-training Data=UPMC, Evaluation Protocol=Linear Probe, Training Data Percentage=10%2024.050.73
Mammo-CLIP w/ EN-B2Pre-training Data=UPMC, Evaluation Protocol=Linear Probe, Training Data Percentage=50%2024.050.72
Mammo-CLIP w/ EN-B2Pre-training Data=UPMC, Evaluation Protocol=Linear Probe, Training Data Percentage=10%2024.050.69
CLIP w/ EN-B5Pre-training Data=UPMC, Evaluation Protocol=Linear Probe, Training Data Percentage=100%2024.050.59
Mammo-CLIP w/ EN-B2Pre-training Data=UPMC, Evaluation Protocol=Zero-shot, Training Data Percentage=100%2024.050.58
CLIP w/ RN-50Pre-training Data=UPMC, Evaluation Protocol=Finetune, Training Data Percentage=100%2024.050.57
CLIP w/ EN-B5Pre-training Data=UPMC, Evaluation Protocol=Linear Probe, Training Data Percentage=50%2024.050.57
CLIP w/ EN-B5Pre-training Data=UPMC, Evaluation Protocol=Linear Probe, Training Data Percentage=10%2024.050.52
CLIP w/ RN-50Pre-training Data=UPMC, Evaluation Protocol=Linear Probe, Training Data Percentage=100%2024.050.49
Mammo-CLIP w/ EN-B5Pre-training Data=UPMC, Evaluation Protocol=Zero-shot, Training Data Percentage=100%2024.050.48
CLIP w/ RN-50Pre-training Data=UPMC, Evaluation Protocol=Linear Probe, Training Data Percentage=50%2024.050.42
CLIP w/ RN-50Pre-training Data=UPMC, Evaluation Protocol=Linear Probe, Training Data Percentage=10%2024.050.34
CLIP w/ EN-B5Pre-training Data=UPMC, Evaluation Protocol=Zero-shot, Training Data Percentage=100%2024.050.32
CLIP w/ RN-50Pre-training Data=UPMC, Evaluation Protocol=Zero-shot, Training Data Percentage=100%2024.050.2