Image Classification on GlaS
98.75AccuracyAIM
Evaluation results
| Method | Links | |
|---|---|---|
| AIMArch.=600 M, SSL Type Target=DENSE, SSL Type Method=IMAGE AR, Evaluation Protocol=linear probing2026.02 | 98.75 | |
| DINOv2Arch.=ViT-B*, SSL Type Target=GL+DE, SSL Type Method=DIST+MIM, Evaluation Protocol=linear probing2026.02 | 98.75 | |
| DINOv2Arch.=ViT-L*, SSL Type Target=GL+DE, SSL Type Method=DIST+MIM, Evaluation Protocol=linear probing2026.02 | 98.75 | |
| MoCo v3Arch.=ViT-B, SSL Type Target=GLOBAL, SSL Type Method=CONTR., Evaluation Protocol=linear probing2026.02 | 97.5 | |
| TiTok-64Arch.=ViT-B, SSL Type Target=SPARSE, SSL Type Method=SPRS REC, Evaluation Protocol=linear probing2026.02 | 97.5 | |
| STELLARArch.=ViT-L, SSL Type Target=SPARSE, SSL Type Method=INV+REC, Evaluation Protocol=linear probing2026.02 | 97.5 | |
| iBOTArch.=ViT-B, SSL Type Target=GL+DE, SSL Type Method=DIST+MIM, Evaluation Protocol=linear probing2026.02 | 96.25 | |
| iBOTArch.=ViT-L, SSL Type Target=GL+DE, SSL Type Method=DIST+MIM, Evaluation Protocol=linear probing2026.02 | 96.25 | |
| AIMArch.=1 B, SSL Type Target=DENSE, SSL Type Method=IMAGE AR, Evaluation Protocol=linear probing2026.02 | 96.25 | |
| BYOLArch.=RN-50, SSL Type Target=GLOBAL, SSL Type Method=DISTILL, Evaluation Protocol=linear probing2026.02 | 95 | |
| DINOArch.=ViT-B, SSL Type Target=GLOBAL, SSL Type Method=DISTILL, Evaluation Protocol=linear probing2026.02 | 95 | |
| MAEArch.=ViT-L, SSL Type Target=DENSE, SSL Type Method=PIX MIM, Evaluation Protocol=linear probing2026.02 | 95 | |
| MAEArch.=ViT-H, SSL Type Target=DENSE, SSL Type Method=PIX MIM, Evaluation Protocol=linear probing2026.02 | 95 | |
| STELLARArch.=ViT-B, SSL Type Target=SPARSE, SSL Type Method=INV+REC, Evaluation Protocol=linear probing2026.02 | 95 | |
| MAEArch.=ViT-B, SSL Type Target=DENSE, SSL Type Method=PIX MIM, Evaluation Protocol=linear probing2026.02 | 93.75 | |
| MSNArch.=ViT-B, SSL Type Target=GLOBAL, SSL Type Method=MASKING, Evaluation Protocol=linear probing2026.02 | 92.5 | |
| SemMAEArch.=ViT-B, SSL Type Target=DENSE, SSL Type Method=PIX MIM, Evaluation Protocol=linear probing2026.02 | 92.5 | |
| STELLARArch.=ViT-H, SSL Type Target=SPARSE, SSL Type Method=INV+REC, Evaluation Protocol=linear probing2026.02 | 92.5 | |
| SiameseIMArch.=ViT-B, SSL Type Target=DENSE, SSL Type Method=LAT-MIM, Evaluation Protocol=linear probing2026.02 | 91.25 | |
| BEiTArch.=ViT-B, SSL Type Target=DENSE, SSL Type Method=TOK MIM, Evaluation Protocol=linear probing2026.02 | 90 | |
| BEiTArch.=ViT-L, SSL Type Target=DENSE, SSL Type Method=TOK MIM, Evaluation Protocol=linear probing2026.02 | 90 | |
| I-JEPAArch.=ViT-H, SSL Type Target=DENSE, SSL Type Method=LAT-MIM, Evaluation Protocol=linear probing2026.02 | 87.5 | |
| DenseCLArch.=RN-50, SSL Type Target=DENSE, SSL Type Method=CONTR., Evaluation Protocol=linear probing2026.02 | 85 | |
| TiTok-32Arch.=ViT-L, SSL Type Target=SPARSE, SSL Type Method=SPRS REC, Evaluation Protocol=linear probing2026.02 | 78.75 | |
| SimMIMArch.=Swin-B, SSL Type Target=DENSE, SSL Type Method=PIX MIM, Evaluation Protocol=linear probing2026.02 | 77.5 | |
| Data2VecArch.=ViT-B, SSL Type Target=DENSE, SSL Type Method=LAT-MIM, Evaluation Protocol=linear probing2026.02 | 73.75 |