ResearchBenchmarksWeakly Supervised Referring Expression Comprehension on RefCOCO (val)Weakly Supervised Referring Expression Comprehension on RefCOCO (val)Follow74.51AccuracySVCR‡67.396469.243271.0972.9368Jul 6, 2026Evaluation resultsMethodMethodLinksAccuracyInference Speed (FPS)SVCR‡Backbone=YOLOv5Backbone=YOLOv52026.0774.5120.2SVCRBackbone=YOLOv3Backbone=YOLOv32026.0771.0618.28WeakMCN†Backbone=YOLOv3, Found...Backbone=YOLOv3, Foundation Model Variant=ViT-small-SAM2026.0769.216.92WeakMCN*Backbone=YOLOv3, Found...Backbone=YOLOv3, Foundation Model Variant=ViT-tiny-SAM2026.0768.5517.27DViNBackbone=YOLOv3Backbone=YOLOv32026.0767.6714.49