Image Classification on DomainNet Real (Mean Accuracy)
85.5Mean AccuracyCCMA
Evaluation results
| Method | Links | |
|---|---|---|
| CCMAAL iteration (t)=20, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 85.5 | |
| BADGEAL iteration (t)=20, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 85 | |
| MarginsAL iteration (t)=20, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 84.8 | |
| pBALDAL iteration (t)=20, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 84.7 | |
| CCMAAL iteration (t)=16, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 84.6 | |
| BADGEAL iteration (t)=16, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 84.2 | |
| pBALDAL iteration (t)=16, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 83.9 | |
| MarginsAL iteration (t)=16, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 83.5 | |
| RandomAL iteration (t)=20, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 82.8 | |
| Alfa-mixAL iteration (t)=20, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 82.7 | |
| UncertaintyAL iteration (t)=20, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 82.2 | |
| RandomAL iteration (t)=16, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 82.1 | |
| BALDAL iteration (t)=20, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 82.1 | |
| CCMAAL iteration (t)=8, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 82 | |
| Alfa-mixAL iteration (t)=16, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 81.7 | |
| CoresetAL iteration (t)=20, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 81.4 | |
| EntropyAL iteration (t)=20, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 80.9 | |
| BALDAL iteration (t)=16, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 80.9 | |
| pBALDAL iteration (t)=8, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 80.8 | |
| BADGEAL iteration (t)=8, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 80.8 | |
| UncertaintyAL iteration (t)=16, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 80.4 | |
| CoresetAL iteration (t)=16, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 80.3 | |
| ProbCoverAL iteration (t)=20, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 79.7 | |
| ProbCoverAL iteration (t)=16, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 79.5 | |
| MarginsAL iteration (t)=8, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 79.4 | |
| RandomAL iteration (t)=8, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 79.2 | |
| EntropyAL iteration (t)=16, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 79 | |
| ProbCoverAL iteration (t)=8, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 78.9 | |
| Alfa-mixAL iteration (t)=8, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 78.7 | |
| CCMAAL iteration (t)=4, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 77.7 | |
| BALDAL iteration (t)=8, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 76.3 | |
| ProbCoverAL iteration (t)=4, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 76.3 | |
| pBALDAL iteration (t)=4, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 75.7 | |
| CoresetAL iteration (t)=8, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 75.7 | |
| BADGEAL iteration (t)=4, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 75.5 | |
| UncertaintyAL iteration (t)=8, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 74.3 | |
| RandomAL iteration (t)=4, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 73 | |
| MarginsAL iteration (t)=4, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 72.9 | |
| Alfa-mixAL iteration (t)=4, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 72.6 | |
| EntropyAL iteration (t)=8, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 70.8 | |
| BALDAL iteration (t)=4, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 69.4 | |
| CoresetAL iteration (t)=4, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 69.1 | |
| UncertaintyAL iteration (t)=4, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 64 | |
| EntropyAL iteration (t)=4, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 58.6 | |
| RandomAL iteration (t)=1, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 44.7 | |
| UncertaintyAL iteration (t)=1, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 44.7 | |
| EntropyAL iteration (t)=1, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 44.7 | |
| MarginsAL iteration (t)=1, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 44.7 | |
| BALDAL iteration (t)=1, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 44.7 | |
| pBALDAL iteration (t)=1, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 44.7 | |
| CoresetAL iteration (t)=1, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 44.7 | |
| BADGEAL iteration (t)=1, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 44.7 | |
| Alfa-mixAL iteration (t)=1, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 44.7 | |
| ProbCoverAL iteration (t)=1, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 44.7 | |
| CCMAAL iteration (t)=1, Feature extractor=DINOv2 ViT-g14, Initialization=Random2026.03 | 44.7 |