Calcification Classification on VinDr
0.98AUCMammo-CLIP w/ EN-B2
Evaluation Results
| Method | Links | |
|---|---|---|
| Mammo-CLIP w/ EN-B2Pre-training Data=UPMC, Evaluation Protocol=Finetune, Training Data Percentage=100%2024.05 | 0.98 | |
| Mammo-CLIP w/ EN-B5Pre-training Data=UPMC, Evaluation Protocol=Finetune, Training Data Percentage=100%2024.05 | 0.98 | |
| Mammo-CLIP w/ EN-B5Pre-training Data=UPMC, VinDr, Evaluation Protocol=Finetune, Training Data Percentage=100%2024.05 | 0.98 | |
| Mammo-CLIP w/ EN-B5Pre-training Data=UPMC, VinDr, Evaluation Protocol=Linear Probe, Training Data Percentage=100%2024.05 | 0.96 | |
| Mammo-CLIP w/ EN-B5Pre-training Data=UPMC, Evaluation Protocol=Linear Probe, Training Data Percentage=100%2024.05 | 0.94 | |
| Mammo-CLIP w/ EN-B5Pre-training Data=UPMC, VinDr, Evaluation Protocol=Linear Probe, Training Data Percentage=50%2024.05 | 0.94 | |
| Mammo-CLIP w/ EN-B5Pre-training Data=UPMC, Evaluation Protocol=Linear Probe, Training Data Percentage=50%2024.05 | 0.93 | |
| Mammo-CLIP w/ EN-B2Pre-training Data=UPMC, Evaluation Protocol=Linear Probe, Training Data Percentage=50%2024.05 | 0.92 | |
| Mammo-CLIP w/ EN-B2Pre-training Data=UPMC, Evaluation Protocol=Linear Probe, Training Data Percentage=100%2024.05 | 0.92 | |
| Mammo-CLIP w/ EN-B5Pre-training Data=UPMC, VinDr, Evaluation Protocol=Linear Probe, Training Data Percentage=10%2024.05 | 0.92 | |
| Mammo-CLIP w/ EN-B5Pre-training Data=UPMC, Evaluation Protocol=Linear Probe, Training Data Percentage=10%2024.05 | 0.91 | |
| CLIP w/ EN-B5Pre-training Data=UPMC, Evaluation Protocol=Finetune, Training Data Percentage=100%2024.05 | 0.9 | |
| Mammo-CLIP w/ EN-B2Pre-training Data=UPMC, Evaluation Protocol=Linear Probe, Training Data Percentage=10%2024.05 | 0.9 | |
| CLIP w/ RN-50Pre-training Data=UPMC, Evaluation Protocol=Finetune, Training Data Percentage=100%2024.05 | 0.68 | |
| Mammo-CLIP w/ EN-B2Pre-training Data=UPMC, Evaluation Protocol=Zero-shot, Training Data Percentage=100%2024.05 | 0.68 | |
| CLIP w/ EN-B5Pre-training Data=UPMC, Evaluation Protocol=Linear Probe, Training Data Percentage=100%2024.05 | 0.65 | |
| Mammo-CLIP w/ EN-B5Pre-training Data=UPMC, VinDr, Evaluation Protocol=Zero-shot, Training Data Percentage=100%2024.05 | 0.62 | |
| Mammo-CLIP w/ EN-B5Pre-training Data=UPMC, Evaluation Protocol=Zero-shot, Training Data Percentage=100%2024.05 | 0.61 | |
| CLIP w/ EN-B5Pre-training Data=UPMC, Evaluation Protocol=Linear Probe, Training Data Percentage=50%2024.05 | 0.6 | |
| CLIP w/ RN-50Pre-training Data=UPMC, Evaluation Protocol=Linear Probe, Training Data Percentage=100%2024.05 | 0.55 | |
| CLIP w/ EN-B5Pre-training Data=UPMC, Evaluation Protocol=Zero-shot, Training Data Percentage=100%2024.05 | 0.53 | |
| CLIP w/ EN-B5Pre-training Data=UPMC, Evaluation Protocol=Linear Probe, Training Data Percentage=10%2024.05 | 0.53 | |
| CLIP w/ RN-50Pre-training Data=UPMC, Evaluation Protocol=Linear Probe, Training Data Percentage=50%2024.05 | 0.51 | |
| CLIP w/ RN-50Pre-training Data=UPMC, Evaluation Protocol=Linear Probe, Training Data Percentage=10%2024.05 | 0.42 | |
| CLIP w/ RN-50Pre-training Data=UPMC, Evaluation Protocol=Zero-shot, Training Data Percentage=100%2024.05 | 0.37 |