Calcification Localization on VinDr held-out (test)
35mAPMammo-CLIP w/ EN-B5
Evaluation Results
| Method | Links | |
|---|---|---|
| Mammo-CLIP w/ EN-B5Pre-training Data=UPMC, Evaluation Protocol=Fine-tuning, Training Data Percentage=100%2024.05 | 35 | |
| Mammo-CLIP w/ EN-B5Pre-training Data=UPMC, VinDr, Evaluation Protocol=Fine-tuning, Training Data Percentage=100%2024.05 | 35 | |
| Mammo-CLIP w/ EN-B2Pre-training Data=UPMC, Evaluation Protocol=Fine-tuning, Training Data Percentage=100%2024.05 | 32 | |
| CLIP w/ EN-B5Pre-training Data=UPMC, Evaluation Protocol=Fine-tuning, Training Data Percentage=100%2024.05 | 29 | |
| Mammo-CLIP w/ EN-B5Pre-training Data=UPMC, Evaluation Protocol=Fine-tuning, Training Data Percentage=50%2024.05 | 28 | |
| Mammo-CLIP w/ EN-B5Pre-training Data=UPMC, VinDr, Evaluation Protocol=Fine-tuning, Training Data Percentage=50%2024.05 | 25 | |
| CLIP w/ EN-B5Pre-training Data=UPMC, Evaluation Protocol=Fine-tuning, Training Data Percentage=50%2024.05 | 23 | |
| Mammo-CLIP w/ EN-B2Pre-training Data=UPMC, Evaluation Protocol=Fine-tuning, Training Data Percentage=50%2024.05 | 20 | |
| CLIP w/ RN-50Pre-training Data=UPMC, Evaluation Protocol=Fine-tuning, Training Data Percentage=100%2024.05 | 17 | |
| Mammo-CLIP w/ EN-B2Pre-training Data=UPMC, Evaluation Protocol=Freeze Encoder, Training Data Percentage=100%2024.05 | 17 | |
| Mammo-CLIP w/ EN-B5Pre-training Data=UPMC, Evaluation Protocol=Freeze Encoder, Training Data Percentage=100%2024.05 | 17 | |
| Mammo-CLIP w/ EN-B5Pre-training Data=UPMC, VinDr, Evaluation Protocol=Freeze Encoder, Training Data Percentage=100%2024.05 | 17 | |
| Mammo-CLIP w/ EN-B5Pre-training Data=UPMC, Evaluation Protocol=Fine-tuning, Training Data Percentage=10%2024.05 | 12 | |
| CLIP w/ RN-50Pre-training Data=UPMC, Evaluation Protocol=Fine-tuning, Training Data Percentage=50%2024.05 | 11 | |
| CLIP w/ EN-B5Pre-training Data=UPMC, Evaluation Protocol=Freeze Encoder, Training Data Percentage=100%2024.05 | 10 | |
| Mammo-CLIP w/ EN-B5Pre-training Data=UPMC, VinDr, Evaluation Protocol=Fine-tuning, Training Data Percentage=10%2024.05 | 10 | |
| CLIP w/ EN-B5Pre-training Data=UPMC, Evaluation Protocol=Fine-tuning, Training Data Percentage=10%2024.05 | 9 | |
| CLIP w/ RN-50Pre-training Data=UPMC, Evaluation Protocol=Freeze Encoder, Training Data Percentage=100%2024.05 | 8 | |
| Mammo-CLIP w/ EN-B2Pre-training Data=UPMC, Evaluation Protocol=Fine-tuning, Training Data Percentage=10%2024.05 | 8 | |
| CLIP w/ RN-50Pre-training Data=UPMC, Evaluation Protocol=Fine-tuning, Training Data Percentage=10%2024.05 | 3 |