ResearchBenchmarksConcept Detection on COCOConcept Detection on COCOFollow59.1F1 ScoreMeanTok32.47639.38846.353.212Dec 4, 2025Evaluation resultsMethodMethodLinksF1 ScoreMeanTokBackbone=CLIP (92% depth)Backbone=CLIP (92% depth)2025.1259.1SuperActBackbone=CLIP (92% depth)Backbone=CLIP (92% depth)2025.1258.2CLSBackbone=CLIP (92% depth)Backbone=CLIP (92% depth)2025.1246.2LastTokBackbone=CLIP (92% depth)Backbone=CLIP (92% depth)2025.1233.9RandTokBackbone=CLIP (92% depth)Backbone=CLIP (92% depth)2025.1233.5