Mass Classification on VinDr
0.88AUCMammo-CLIP w/ EN-B5
Evaluation Results
| Method | Links | |
|---|---|---|
| Mammo-CLIP w/ EN-B5Pre-training Data=UPMC, VinDr, Evaluation Protocol=Finetune, Training Data Percentage=100%2024.05 | 0.88 | |
| Mammo-CLIP w/ EN-B5Pre-training Data=UPMC, VinDr, Evaluation Protocol=Linear Probe, Training Data Percentage=100%2024.05 | 0.86 | |
| Mammo-CLIP w/ EN-B2Pre-training Data=UPMC, Evaluation Protocol=Finetune, Training Data Percentage=100%2024.05 | 0.85 | |
| Mammo-CLIP w/ EN-B5Pre-training Data=UPMC, Evaluation Protocol=Finetune, Training Data Percentage=100%2024.05 | 0.85 | |
| Mammo-CLIP w/ EN-B5Pre-training Data=UPMC, VinDr, Evaluation Protocol=Linear Probe, Training Data Percentage=50%2024.05 | 0.84 | |
| Mammo-CLIP w/ EN-B5Pre-training Data=UPMC, VinDr, Evaluation Protocol=Linear Probe, Training Data Percentage=10%2024.05 | 0.8 | |
| Mammo-CLIP w/ EN-B5Pre-training Data=UPMC, Evaluation Protocol=Linear Probe, Training Data Percentage=100%2024.05 | 0.79 | |
| CLIP w/ EN-B5Pre-training Data=UPMC, Evaluation Protocol=Finetune, Training Data Percentage=100%2024.05 | 0.78 | |
| Mammo-CLIP w/ EN-B5Pre-training Data=UPMC, Evaluation Protocol=Linear Probe, Training Data Percentage=50%2024.05 | 0.78 | |
| Mammo-CLIP w/ EN-B5Pre-training Data=UPMC, VinDr, Evaluation Protocol=Zero-shot, Training Data Percentage=100%2024.05 | 0.76 | |
| Mammo-CLIP w/ EN-B2Pre-training Data=UPMC, Evaluation Protocol=Linear Probe, Training Data Percentage=100%2024.05 | 0.73 | |
| Mammo-CLIP w/ EN-B5Pre-training Data=UPMC, Evaluation Protocol=Linear Probe, Training Data Percentage=10%2024.05 | 0.73 | |
| Mammo-CLIP w/ EN-B2Pre-training Data=UPMC, Evaluation Protocol=Linear Probe, Training Data Percentage=50%2024.05 | 0.72 | |
| Mammo-CLIP w/ EN-B2Pre-training Data=UPMC, Evaluation Protocol=Linear Probe, Training Data Percentage=10%2024.05 | 0.69 | |
| CLIP w/ EN-B5Pre-training Data=UPMC, Evaluation Protocol=Linear Probe, Training Data Percentage=100%2024.05 | 0.59 | |
| Mammo-CLIP w/ EN-B2Pre-training Data=UPMC, Evaluation Protocol=Zero-shot, Training Data Percentage=100%2024.05 | 0.58 | |
| CLIP w/ RN-50Pre-training Data=UPMC, Evaluation Protocol=Finetune, Training Data Percentage=100%2024.05 | 0.57 | |
| CLIP w/ EN-B5Pre-training Data=UPMC, Evaluation Protocol=Linear Probe, Training Data Percentage=50%2024.05 | 0.57 | |
| CLIP w/ EN-B5Pre-training Data=UPMC, Evaluation Protocol=Linear Probe, Training Data Percentage=10%2024.05 | 0.52 | |
| CLIP w/ RN-50Pre-training Data=UPMC, Evaluation Protocol=Linear Probe, Training Data Percentage=100%2024.05 | 0.49 | |
| Mammo-CLIP w/ EN-B5Pre-training Data=UPMC, Evaluation Protocol=Zero-shot, Training Data Percentage=100%2024.05 | 0.48 | |
| CLIP w/ RN-50Pre-training Data=UPMC, Evaluation Protocol=Linear Probe, Training Data Percentage=50%2024.05 | 0.42 | |
| CLIP w/ RN-50Pre-training Data=UPMC, Evaluation Protocol=Linear Probe, Training Data Percentage=10%2024.05 | 0.34 | |
| CLIP w/ EN-B5Pre-training Data=UPMC, Evaluation Protocol=Zero-shot, Training Data Percentage=100%2024.05 | 0.32 | |
| CLIP w/ RN-50Pre-training Data=UPMC, Evaluation Protocol=Zero-shot, Training Data Percentage=100%2024.05 | 0.2 |