Image Classification on ImageNet 1k (Top-1, Top-5)
70.02Top-1 AccuracySupervised
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SupervisedArch=RN50, Evaluation Protocol=Linear2026.04 | 70.02 | 89.34 | |
| SwAVArch=RN50, Evaluation Protocol=Linear2026.04 | 66.15 | 87.84 | |
| DINOArch=RN50, Evaluation Protocol=Linear2026.04 | 64.43 | 85.85 | |
| VICRegArch=RN50, Evaluation Protocol=Linear2026.04 | 62.66 | 84.93 | |
| SimCLRArch=RN50, Evaluation Protocol=Linear2026.04 | 62.03 | 84.75 | |
| BYOLArch=RN50, Evaluation Protocol=Linear2026.04 | 61.84 | 84.64 | |
| SupervisedArch=RN50, Evaluation Protocol=K-NN2026.04 | 61.72 | 85.29 | |
| ReSAArch=RN50, Evaluation Protocol=Linear2026.04 | 60.85 | 83.91 | |
| ReSAArch=RN50, Evaluation Protocol=K-NN2026.04 | 60.79 | 85.58 | |
| Barlow TwinsArch=RN50, Evaluation Protocol=Linear2026.04 | 59.69 | 82.68 | |
| HyDeSArch=RN50, Evaluation Protocol=Linear2026.04 | 56.62 | 81.34 | |
| DINOArch=RN50, Evaluation Protocol=K-NN2026.04 | 51.28 | 79.93 | |
| SwAVArch=RN50, Evaluation Protocol=K-NN2026.04 | 50.19 | 78.93 | |
| VICRegArch=RN50, Evaluation Protocol=K-NN2026.04 | 47.14 | 75.71 | |
| Barlow TwinsArch=RN50, Evaluation Protocol=K-NN2026.04 | 46.24 | 74.44 | |
| CE-CLIP2026.04 | 46.02 | 74.91 | |
| BYOLArch=RN50, Evaluation Protocol=K-NN2026.04 | 45.88 | 74.61 | |
| SimCLRArch=RN50, Evaluation Protocol=K-NN2026.04 | 45.6 | 74.18 | |
| DeGLA2026.04 | 44.24 | 71.6 | |
| D_wo + InfoNCEData=D_wo, Loss=InfoNCE2026.04 | 44 | 71.45 | |
| TSVLC2026.04 | 43.98 | 71.08 | |
| D_lc + InfoNCEData=D_lc, Loss=InfoNCE2026.04 | 43.96 | 71.34 | |
| TSVLC+2026.04 | 43.89 | 71.15 | |
| NegCLIP2026.04 | 43.37 | 71.04 | |
| CLIP2026.04 | 43.12 | 70.26 | |
| Slipform2026.04 | 43.11 | 70.57 | |
| Static Margin2026.04 | 42.67 | 70.09 | |
| Inverse Margin2026.04 | 42.46 | 69.81 | |
| D_hc + InfoNCEData=D_hc, Loss=InfoNCE2026.04 | 42.41 | 69.68 | |
| D_wo + CementData=D_wo, Loss=Cement2026.04 | 42.28 | 69.52 | |
| D_lc + CementData=D_lc, Loss=Cement2026.04 | 42.27 | 69.72 | |
| TripletCLIP2026.04 | 40.7 | 67.84 | |
| HyDeSArch=RN50, Evaluation Protocol=K-NN2026.04 | 36.64 | 65.65 |