Unsupervised Classification on ImageNet 1K (train val)
76.8AccuracyTURTLE (MAE-Ref. + dBOT-Ref. + D2V2-Ref. + DINOv2 + CLIP + SWAG)
Evaluation results
| Method | Links | |
|---|---|---|
| TURTLE (MAE-Ref. + dBOT-Ref. + D2V2-Ref. + DINOv2 + CLIP + SWAG)MAE-Ref.=true, dBOT-Ref.=true, D2V2-Ref.=true, DINOv2=true, CLIP=true, SWAG=true2024.02 | 76.8 | |
| TURTLE (dBOT-Ref. + D2V2-Ref. + DINOv2 + CLIP + SWAG)MAE-Ref.=false, dBOT-Ref.=true, D2V2-Ref.=true, DINOv2=true, CLIP=true, SWAG=true2024.02 | 76.4 | |
| TURTLE (dBOT-Ref. + D2V2-Ref. + DINOv2 + CLIP)MAE-Ref.=false, dBOT-Ref.=true, D2V2-Ref.=true, DINOv2=true, CLIP=true, SWAG=false2024.02 | 75 | |
| TURTLE (MAE-Ref. + dBOT-Ref. + D2V2-Ref. + DINOv2 + CLIP)MAE-Ref.=true, dBOT-Ref.=true, D2V2-Ref.=true, DINOv2=true, CLIP=true, SWAG=false2024.02 | 75 | |
| TURTLE (MAE-Ref. + DINOv2 + CLIP + SWAG)MAE-Ref.=true, dBOT-Ref.=false, D2V2-Ref.=false, DINOv2=true, CLIP=true, SWAG=true2024.02 | 74.9 | |
| TURTLE (D2V2-Ref. + DINOv2 + CLIP + SWAG)MAE-Ref.=false, dBOT-Ref.=false, D2V2-Ref.=true, DINOv2=true, CLIP=true, SWAG=true2024.02 | 74.8 | |
| TURTLE (dBOT-Ref. + D2V2-Ref. + DINOv2)MAE-Ref.=false, dBOT-Ref.=true, D2V2-Ref.=true, DINOv2=true, CLIP=false, SWAG=false2024.02 | 74 | |
| TURTLE (MAE-Ref. + dBOT-Ref. + D2V2-Ref. + DINOv2)MAE-Ref.=true, dBOT-Ref.=true, D2V2-Ref.=true, DINOv2=true, CLIP=false, SWAG=false2024.02 | 73.7 | |
| TURTLE (D2V2-Ref. + DINOv2 + CLIP)MAE-Ref.=false, dBOT-Ref.=false, D2V2-Ref.=true, DINOv2=true, CLIP=true, SWAG=false2024.02 | 72.9 | |
| TURTLE (MAE-Ref. + dBOT-Ref. + D2V2-Ref.)MAE-Ref.=true, dBOT-Ref.=true, D2V2-Ref.=true, DINOv2=false, CLIP=false, SWAG=false2024.02 | 71.6 | |
| TURTLE (dBOT-Ref. + D2V2-Ref.)MAE-Ref.=false, dBOT-Ref.=true, D2V2-Ref.=true, DINOv2=false, CLIP=false, SWAG=false2024.02 | 70.4 | |
| TURTLE (MAE-Ref. + DINOv2 + CLIP)MAE-Ref.=true, dBOT-Ref.=false, D2V2-Ref.=false, DINOv2=true, CLIP=true, SWAG=false2024.02 | 69.4 | |
| TURTLE (D2V2-Ref. + DINOv2)MAE-Ref.=false, dBOT-Ref.=false, D2V2-Ref.=true, DINOv2=true, CLIP=false, SWAG=false2024.02 | 68.5 | |
| TURTLE (MAE-Ref.)MAE-Ref.=true, dBOT-Ref.=false, D2V2-Ref.=false, DINOv2=false, CLIP=false, SWAG=false2024.02 | 62.2 | |
| TURTLE (D2V2-Ref.)MAE-Ref.=false, dBOT-Ref.=false, D2V2-Ref.=true, DINOv2=false, CLIP=false, SWAG=false2024.02 | 61.7 | |
| TURTLE (MAE-Ref. + DINOv2)MAE-Ref.=true, dBOT-Ref.=false, D2V2-Ref.=false, DINOv2=true, CLIP=false, SWAG=false2024.02 | 58.3 |