ResearchBenchmarksOpen-world semi-supervised learning on Oxford FlowersFollow98.4Known AccuracySECOS73.9680.30586.6592.995Apr 30, 2026Evaluation ResultsMethodMethodLinksKnown AccuracyNovel AccuracyAll AccuracySECOSBackbone=CLIPBackbone=CLIP2026.0498.483.790TP-OWSSLBackbone=CLIPBackbone=CLIP2026.0490.986.987.3TextGCDBackbone=CLIPBackbone=CLIP2026.0490.785.487.2SimGCDBackbone=CLIPBackbone=CLIP2026.0487.86975.3SimGCDBackbone=DINOBackbone=DINO2026.0480.966.571.3GCDBackbone=DINOBackbone=DINO2026.0474.974.174.4