Diabetic Retinopathy Diagnosis on EyePACS In-Domain
97.7AUCMC DROPOUT ENSEMBLE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MC DROPOUT ENSEMBLEData Referred Proportion=70%, K=32023.12 | 97.7 | 98.4 | |
| MC DROPOUTData Referred Proportion=70%2023.12 | 97.4 | 98.1 | |
| MC DROPOUT ENSEMBLEData Referred Proportion=50%, K=32023.12 | 95.8 | 97.8 | |
| MC DROPOUTData Referred Proportion=50%2023.12 | 95.3 | 97.4 | |
| FSVI ENSEMBLEData Referred Proportion=70%, K=32023.12 | 95.2 | 97.8 | |
| DEEP ENSEMBLEData Referred Proportion=70%, K=32023.12 | 95 | 97.9 | |
| MAP (Deterministic)Data Referred Proportion=70%2023.12 | 94.9 | 96.5 | |
| FSVIData Referred Proportion=70%2023.12 | 94.3 | 97.2 | |
| RADIAL-MFVI ENSEMBLEData Referred Proportion=70%, K=32023.12 | 93.3 | 85.9 | |
| MC DROPOUT ENSEMBLEData Referred Proportion=No Referral, K=32023.12 | 92.5 | 91.6 | |
| FSVI ENSEMBLEData Referred Proportion=50%, K=32023.12 | 92.1 | 97.1 | |
| DEEP ENSEMBLEData Referred Proportion=50%, K=32023.12 | 91.7 | 97.2 | |
| RANK-1 ENSEMBLEData Referred Proportion=70%, K=32023.12 | 91.6 | 97.6 | |
| MC DROPOUTData Referred Proportion=No Referral2023.12 | 91.4 | 90.9 | |
| RADIAL-MFVI ENSEMBLEData Referred Proportion=50%, K=32023.12 | 91.4 | 83.4 | |
| RADIAL-MFVIData Referred Proportion=70%2023.12 | 91.2 | 83.8 | |
| MAP (Deterministic)Data Referred Proportion=50%2023.12 | 91.1 | 95.9 | |
| FSVIData Referred Proportion=50%2023.12 | 91 | 96.4 | |
| RANK-1Data Referred Proportion=70%2023.12 | 90.9 | 96.4 | |
| DEEP ENSEMBLEData Referred Proportion=No Referral, K=32023.12 | 90.3 | 90.3 | |
| FSVI ENSEMBLEData Referred Proportion=No Referral, K=32023.12 | 90.3 | 90.6 | |
| RANK-1 ENSEMBLEData Referred Proportion=No Referral, K=32023.12 | 89.5 | 89.3 | |
| MFVI ENSEMBLEData Referred Proportion=70%, K=32023.12 | 89.2 | 96.7 | |
| RADIAL-MFVIData Referred Proportion=50%2023.12 | 88.9 | 81.8 | |
| FSVIData Referred Proportion=No Referral2023.12 | 88.5 | 89.8 | |
| RANK-1 ENSEMBLEData Referred Proportion=50%, K=32023.12 | 88.5 | 96.9 | |
| MFVIData Referred Proportion=70%2023.12 | 88.2 | 95.9 | |
| MAP (Deterministic)Data Referred Proportion=No Referral2023.12 | 87.4 | 88.6 | |
| RANK-1Data Referred Proportion=50%2023.12 | 87.1 | 95.3 | |
| MFVI ENSEMBLEData Referred Proportion=50%, K=32023.12 | 86.3 | 95.4 | |
| RANK-1Data Referred Proportion=No Referral2023.12 | 85.6 | 87.7 | |
| MFVIData Referred Proportion=50%2023.12 | 85.5 | 94.5 | |
| MFVI ENSEMBLEData Referred Proportion=No Referral, K=32023.12 | 85.4 | 87.8 | |
| RADIAL-MFVI ENSEMBLEData Referred Proportion=No Referral, K=32023.12 | 84.9 | 74.2 | |
| MFVIData Referred Proportion=No Referral2023.12 | 83.3 | 85.7 | |
| RADIAL-MFVIData Referred Proportion=No Referral2023.12 | 83.2 | 74.2 |