ResearchBenchmarksConcept Detection on SurfacesFollow0.501F1 ScoreSuperAct0.337720.380110.42250.46489Dec 4, 2025Evaluation ResultsMethodMethodLinksF1 ScoreSuperActBackbone=CLIP (92% depth)Backbone=CLIP (92% depth)2025.120.501MeanTokBackbone=CLIP (92% depth)Backbone=CLIP (92% depth)2025.120.479CLSBackbone=CLIP (92% depth)Backbone=CLIP (92% depth)2025.120.419RandTokBackbone=CLIP (92% depth)Backbone=CLIP (92% depth)2025.120.345LastTokBackbone=CLIP (92% depth)Backbone=CLIP (92% depth)2025.120.344