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Mass Localization on VinDr held-out (test)

0.58mAPMammo-CLIP w/ EN-B5
0.13280.24890.3650.4811May 20, 2024
Updated 8mo ago

Evaluation results

MethodLinks
Mammo-CLIP w/ EN-B5Pre-training Data=UPMC, Evaluation Protocol=Fine-tuning, Training Data Percentage=100%2024.050.58
Mammo-CLIP w/ EN-B5Pre-training Data=UPMC, VinDr, Evaluation Protocol=Fine-tuning, Training Data Percentage=100%2024.050.58
Mammo-CLIP w/ EN-B2Pre-training Data=UPMC, Evaluation Protocol=Fine-tuning, Training Data Percentage=100%2024.050.55
Mammo-CLIP w/ EN-B5Pre-training Data=UPMC, VinDr, Evaluation Protocol=Fine-tuning, Training Data Percentage=50%2024.050.54
Mammo-CLIP w/ EN-B5Pre-training Data=UPMC, Evaluation Protocol=Fine-tuning, Training Data Percentage=50%2024.050.52
Mammo-CLIP w/ EN-B2Pre-training Data=UPMC, Evaluation Protocol=Fine-tuning, Training Data Percentage=50%2024.050.5
CLIP w/ EN-B5Pre-training Data=UPMC, Evaluation Protocol=Fine-tuning, Training Data Percentage=100%2024.050.49
CLIP w/ EN-B5Pre-training Data=UPMC, Evaluation Protocol=Fine-tuning, Training Data Percentage=50%2024.050.45
Mammo-CLIP w/ EN-B5Pre-training Data=UPMC, VinDr, Evaluation Protocol=Fine-tuning, Training Data Percentage=10%2024.050.43
Mammo-CLIP w/ EN-B5Pre-training Data=UPMC, Evaluation Protocol=Fine-tuning, Training Data Percentage=10%2024.050.41
Mammo-CLIP w/ EN-B5Pre-training Data=UPMC, VinDr, Evaluation Protocol=Freeze Encoder, Training Data Percentage=100%2024.050.39
Mammo-CLIP w/ EN-B2Pre-training Data=UPMC, Evaluation Protocol=Fine-tuning, Training Data Percentage=10%2024.050.38
Mammo-CLIP w/ EN-B2Pre-training Data=UPMC, Evaluation Protocol=Freeze Encoder, Training Data Percentage=100%2024.050.37
CLIP w/ RN-50Pre-training Data=UPMC, Evaluation Protocol=Fine-tuning, Training Data Percentage=100%2024.050.36
Mammo-CLIP w/ EN-B5Pre-training Data=UPMC, Evaluation Protocol=Freeze Encoder, Training Data Percentage=100%2024.050.35
CLIP w/ EN-B5Pre-training Data=UPMC, Evaluation Protocol=Fine-tuning, Training Data Percentage=10%2024.050.34
CLIP w/ RN-50Pre-training Data=UPMC, Evaluation Protocol=Fine-tuning, Training Data Percentage=50%2024.050.29
CLIP w/ EN-B5Pre-training Data=UPMC, Evaluation Protocol=Freeze Encoder, Training Data Percentage=100%2024.050.28
CLIP w/ RN-50Pre-training Data=UPMC, Evaluation Protocol=Fine-tuning, Training Data Percentage=10%2024.050.23
CLIP w/ RN-50Pre-training Data=UPMC, Evaluation Protocol=Freeze Encoder, Training Data Percentage=100%2024.050.15