ResearchBenchmarksOpen-world semi-supervised learning on Stanford CarsFollow95.5Known AccuracyTP-OWSSL56.08466.31776.5586.783Apr 30, 2026Evaluation ResultsMethodMethodLinksKnown AccuracyNovel AccuracyAll AccuracyTP-OWSSLBackbone=CLIPBackbone=CLIP2026.0495.588.690.7SECOSBackbone=CLIPBackbone=CLIP2026.0489.894.492.3TextGCDBackbone=CLIPBackbone=CLIP2026.0487.486.886.9SimGCDBackbone=CLIPBackbone=CLIP2026.0481.473.175.9SimGCDBackbone=DINOBackbone=DINO2026.0471.94553.8GCDBackbone=DINOBackbone=DINO2026.0457.629.939