ResearchBenchmarksWeakly Supervised Referring Expression Comprehension on RefCOCO (testB)Weakly Supervised Referring Expression Comprehension on RefCOCO (testB)Follow70.46AccuracySVCR‡58.947261.936164.92567.9139Jul 6, 2026Evaluation resultsMethodMethodLinksAccuracyInference Speed (FPS)SVCR‡Backbone=YOLOv5Backbone=YOLOv52026.0770.4620.2SVCRBackbone=YOLOv3Backbone=YOLOv32026.0765.5518.28WeakMCN†Backbone=YOLOv3, Found...Backbone=YOLOv3, Foundation Model Variant=ViT-small-SAM2026.0762.6316.92WeakMCN*Backbone=YOLOv3, Found...Backbone=YOLOv3, Foundation Model Variant=ViT-tiny-SAM2026.076217.27DViNBackbone=YOLOv3Backbone=YOLOv32026.0759.3914.49