Mass Localization on VinDr held-out (test)
0.58mAPMammo-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 | 0.58 | |
| Mammo-CLIP w/ EN-B5Pre-training Data=UPMC, VinDr, Evaluation Protocol=Fine-tuning, Training Data Percentage=100%2024.05 | 0.58 | |
| Mammo-CLIP w/ EN-B2Pre-training Data=UPMC, Evaluation Protocol=Fine-tuning, Training Data Percentage=100%2024.05 | 0.55 | |
| Mammo-CLIP w/ EN-B5Pre-training Data=UPMC, VinDr, Evaluation Protocol=Fine-tuning, Training Data Percentage=50%2024.05 | 0.54 | |
| Mammo-CLIP w/ EN-B5Pre-training Data=UPMC, Evaluation Protocol=Fine-tuning, Training Data Percentage=50%2024.05 | 0.52 | |
| Mammo-CLIP w/ EN-B2Pre-training Data=UPMC, Evaluation Protocol=Fine-tuning, Training Data Percentage=50%2024.05 | 0.5 | |
| CLIP w/ EN-B5Pre-training Data=UPMC, Evaluation Protocol=Fine-tuning, Training Data Percentage=100%2024.05 | 0.49 | |
| CLIP w/ EN-B5Pre-training Data=UPMC, Evaluation Protocol=Fine-tuning, Training Data Percentage=50%2024.05 | 0.45 | |
| Mammo-CLIP w/ EN-B5Pre-training Data=UPMC, VinDr, Evaluation Protocol=Fine-tuning, Training Data Percentage=10%2024.05 | 0.43 | |
| Mammo-CLIP w/ EN-B5Pre-training Data=UPMC, Evaluation Protocol=Fine-tuning, Training Data Percentage=10%2024.05 | 0.41 | |
| Mammo-CLIP w/ EN-B5Pre-training Data=UPMC, VinDr, Evaluation Protocol=Freeze Encoder, Training Data Percentage=100%2024.05 | 0.39 | |
| Mammo-CLIP w/ EN-B2Pre-training Data=UPMC, Evaluation Protocol=Fine-tuning, Training Data Percentage=10%2024.05 | 0.38 | |
| Mammo-CLIP w/ EN-B2Pre-training Data=UPMC, Evaluation Protocol=Freeze Encoder, Training Data Percentage=100%2024.05 | 0.37 | |
| CLIP w/ RN-50Pre-training Data=UPMC, Evaluation Protocol=Fine-tuning, Training Data Percentage=100%2024.05 | 0.36 | |
| Mammo-CLIP w/ EN-B5Pre-training Data=UPMC, Evaluation Protocol=Freeze Encoder, Training Data Percentage=100%2024.05 | 0.35 | |
| CLIP w/ EN-B5Pre-training Data=UPMC, Evaluation Protocol=Fine-tuning, Training Data Percentage=10%2024.05 | 0.34 | |
| CLIP w/ RN-50Pre-training Data=UPMC, Evaluation Protocol=Fine-tuning, Training Data Percentage=50%2024.05 | 0.29 | |
| CLIP w/ EN-B5Pre-training Data=UPMC, Evaluation Protocol=Freeze Encoder, Training Data Percentage=100%2024.05 | 0.28 | |
| CLIP w/ RN-50Pre-training Data=UPMC, Evaluation Protocol=Fine-tuning, Training Data Percentage=10%2024.05 | 0.23 | |
| CLIP w/ RN-50Pre-training Data=UPMC, Evaluation Protocol=Freeze Encoder, Training Data Percentage=100%2024.05 | 0.15 |