ResearchBenchmarksWeakly Supervised Referring Expression Comprehension on RefCOCO+ (testB)Weakly Supervised Referring Expression Comprehension on RefCOCO+ (testB)Follow48.68AccuracySVCR‡41.472843.343945.21547.0861Jul 6, 2026Evaluation resultsMethodMethodLinksAccuracyInference Speed (FPS)SVCR‡Backbone=YOLOv5Backbone=YOLOv52026.0748.6820.2DViNBackbone=YOLOv3Backbone=YOLOv32026.0745.3114.49SVCRBackbone=YOLOv3Backbone=YOLOv32026.0744.6318.28WeakMCN†Backbone=YOLOv3, Found...Backbone=YOLOv3, Foundation Model Variant=ViT-small-SAM2026.0743.116.92WeakMCN*Backbone=YOLOv3, Found...Backbone=YOLOv3, Foundation Model Variant=ViT-tiny-SAM2026.0741.7517.27