ResearchBenchmarksOpen-world semi-supervised learning on CUBFollow83.7Known AccuracyTP-OWSSL55.51662.83370.1577.467Apr 30, 2026Evaluation ResultsMethodMethodLinksKnown AccuracyNovel AccuracyOverall AccuracyTP-OWSSLBackbone=CLIPBackbone=CLIP2026.0483.772.676.6SECOSBackbone=CLIPBackbone=CLIP2026.048275.178.6TextGCDBackbone=CLIPBackbone=CLIP2026.0480.674.776.6SimGCDBackbone=CLIPBackbone=CLIP2026.0476.854.662SimGCDBackbone=DINOBackbone=DINO2026.0465.657.760.3GCDBackbone=DINOBackbone=DINO2026.0456.648.751.3