Density Classification on VinDr
88AccuracyMammo-CLIP w/ EN-B5
Evaluation results
| Method | Links | |
|---|---|---|
| Mammo-CLIP w/ EN-B5Pre-training Data=UPMC, Evaluation Protocol=Finetune, Training Data Percentage=100%2024.05 | 88 | |
| Mammo-CLIP w/ EN-B5Pre-training Data=UPMC, VinDr, Evaluation Protocol=Finetune, Training Data Percentage=100%2024.05 | 88 | |
| Mammo-CLIP w/ EN-B5Pre-training Data=UPMC, VinDr, Evaluation Protocol=Linear Probe, Training Data Percentage=50%2024.05 | 86 | |
| Mammo-CLIP w/ EN-B5Pre-training Data=UPMC, VinDr, Evaluation Protocol=Linear Probe, Training Data Percentage=100%2024.05 | 86 | |
| Mammo-CLIP w/ EN-B2Pre-training Data=UPMC, Evaluation Protocol=Finetune, Training Data Percentage=100%2024.05 | 85 | |
| Mammo-CLIP w/ EN-B5Pre-training Data=UPMC, Evaluation Protocol=Linear Probe, Training Data Percentage=100%2024.05 | 85 | |
| Mammo-CLIP w/ EN-B2Pre-training Data=UPMC, Evaluation Protocol=Linear Probe, Training Data Percentage=100%2024.05 | 84 | |
| Mammo-CLIP w/ EN-B5Pre-training Data=UPMC, Evaluation Protocol=Linear Probe, Training Data Percentage=50%2024.05 | 84 | |
| CLIP w/ EN-B5Pre-training Data=UPMC, Evaluation Protocol=Finetune, Training Data Percentage=100%2024.05 | 83 | |
| Mammo-CLIP w/ EN-B5Pre-training Data=UPMC, Evaluation Protocol=Linear Probe, Training Data Percentage=10%2024.05 | 83 | |
| Mammo-CLIP w/ EN-B5Pre-training Data=UPMC, VinDr, Evaluation Protocol=Linear Probe, Training Data Percentage=10%2024.05 | 83 | |
| Mammo-CLIP w/ EN-B2Pre-training Data=UPMC, Evaluation Protocol=Linear Probe, Training Data Percentage=50%2024.05 | 82 | |
| Mammo-CLIP w/ EN-B2Pre-training Data=UPMC, Evaluation Protocol=Linear Probe, Training Data Percentage=10%2024.05 | 80 | |
| CLIP w/ EN-B5Pre-training Data=UPMC, Evaluation Protocol=Linear Probe, Training Data Percentage=100%2024.05 | 78 | |
| CLIP w/ EN-B5Pre-training Data=UPMC, Evaluation Protocol=Linear Probe, Training Data Percentage=10%2024.05 | 76 | |
| CLIP w/ EN-B5Pre-training Data=UPMC, Evaluation Protocol=Linear Probe, Training Data Percentage=50%2024.05 | 76 | |
| CLIP w/ RN-50Pre-training Data=UPMC, Evaluation Protocol=Finetune, Training Data Percentage=100%2024.05 | 72 | |
| CLIP w/ RN-50Pre-training Data=UPMC, Evaluation Protocol=Linear Probe, Training Data Percentage=100%2024.05 | 69 | |
| CLIP w/ RN-50Pre-training Data=UPMC, Evaluation Protocol=Linear Probe, Training Data Percentage=50%2024.05 | 61 | |
| CLIP w/ RN-50Pre-training Data=UPMC, Evaluation Protocol=Linear Probe, Training Data Percentage=10%2024.05 | 55 | |
| Mammo-CLIP w/ EN-B5Pre-training Data=UPMC, Evaluation Protocol=Zero-shot, Training Data Percentage=100%2024.05 | 15 | |
| Mammo-CLIP w/ EN-B5Pre-training Data=UPMC, VinDr, Evaluation Protocol=Zero-shot, Training Data Percentage=100%2024.05 | 15 | |
| Mammo-CLIP w/ EN-B2Pre-training Data=UPMC, Evaluation Protocol=Zero-shot, Training Data Percentage=100%2024.05 | 13 | |
| CLIP w/ EN-B5Pre-training Data=UPMC, Evaluation Protocol=Zero-shot, Training Data Percentage=100%2024.05 | 10 | |
| CLIP w/ RN-50Pre-training Data=UPMC, Evaluation Protocol=Zero-shot, Training Data Percentage=100%2024.05 | 4 |