Image Classification on CIFAR100 (Mean Accuracy)
91.6Mean AccuracyCCMA
Evaluation results
| Method | Links | |
|---|---|---|
| CCMAAL iteration (t)=20, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 91.6 | |
| BADGEAL iteration (t)=20, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 91.3 | |
| MarginsAL iteration (t)=20, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 91.2 | |
| pBALDAL iteration (t)=20, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 91.2 | |
| Alfa-mixAL iteration (t)=20, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 91.2 | |
| CCMAAL iteration (t)=16, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 91.1 | |
| BADGEAL iteration (t)=16, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 90.8 | |
| MarginsAL iteration (t)=16, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 90.7 | |
| pBALDAL iteration (t)=16, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 90.6 | |
| Alfa-mixAL iteration (t)=16, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 90.6 | |
| UncertaintyAL iteration (t)=20, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 89.9 | |
| RandomAL iteration (t)=20, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 89.8 | |
| BALDAL iteration (t)=20, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 89.6 | |
| EntropyAL iteration (t)=20, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 89.4 | |
| RandomAL iteration (t)=16, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 89.2 | |
| UncertaintyAL iteration (t)=16, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 88.9 | |
| CoresetAL iteration (t)=20, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 88.9 | |
| CCMAAL iteration (t)=8, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 88.7 | |
| BADGEAL iteration (t)=8, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 88.5 | |
| BALDAL iteration (t)=16, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 88.4 | |
| pBALDAL iteration (t)=8, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 88.4 | |
| CoresetAL iteration (t)=16, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 88.3 | |
| ProbCoverAL iteration (t)=20, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 88 | |
| MarginsAL iteration (t)=8, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 87.9 | |
| EntropyAL iteration (t)=16, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 87.8 | |
| Alfa-mixAL iteration (t)=8, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 87.7 | |
| ProbCoverAL iteration (t)=16, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 86.3 | |
| RandomAL iteration (t)=8, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 85.8 | |
| BALDAL iteration (t)=8, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 85.2 | |
| CoresetAL iteration (t)=8, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 84.3 | |
| UncertaintyAL iteration (t)=8, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 84.2 | |
| BADGEAL iteration (t)=4, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 84.1 | |
| pBALDAL iteration (t)=4, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 83.9 | |
| CCMAAL iteration (t)=4, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 83.4 | |
| MarginsAL iteration (t)=4, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 82.6 | |
| ProbCoverAL iteration (t)=8, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 81.7 | |
| EntropyAL iteration (t)=8, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 80.7 | |
| BALDAL iteration (t)=4, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 80.4 | |
| Alfa-mixAL iteration (t)=4, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 78.8 | |
| RandomAL iteration (t)=4, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 78.7 | |
| CoresetAL iteration (t)=4, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 77.9 | |
| ProbCoverAL iteration (t)=4, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 77 | |
| UncertaintyAL iteration (t)=4, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 74.4 | |
| EntropyAL iteration (t)=4, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 67 | |
| RandomAL iteration (t)=1, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 48 | |
| UncertaintyAL iteration (t)=1, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 48 | |
| EntropyAL iteration (t)=1, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 48 | |
| MarginsAL iteration (t)=1, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 48 | |
| BALDAL iteration (t)=1, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 48 | |
| pBALDAL iteration (t)=1, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 48 | |
| CoresetAL iteration (t)=1, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 48 | |
| BADGEAL iteration (t)=1, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 48 | |
| Alfa-mixAL iteration (t)=1, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 48 | |
| ProbCoverAL iteration (t)=1, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 48 | |
| CCMAAL iteration (t)=1, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 48 |