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Representation Alignment on ImageNet-1k

0.091MSESocial-JEPA (I-JEPA)
-2.0790812.5689627.21741.86504Feb 28, 2026

Evaluation results

MethodLinks
Social-JEPA (I-JEPA)alignment protocol=Table 2 protocol2026.020.0910.4890.5840.033
DINOv2alignment protocol=Table 2 protocol2026.020.5120.4410.5420.045
DINOalignment protocol=Table 2 protocol2026.020.6620.2830.3910.102
iBOTalignment protocol=Table 2 protocol2026.020.6620.2830.3910.102
SwAValignment protocol=Table 2 protocol2026.020.7450.3120.4280.094
Barlow Twinsalignment protocol=Table 2 protocol2026.021.2560.4520.5610.058
MAEalignment protocol=Table 2 protocol2026.0210.0230.4090.450.028
SimCLRalignment protocol=Table 2 protocol2026.0213.4740.4370.5580.072
MoCo v3alignment protocol=Table 2 protocol2026.0254.3430.3580.5210.086