ResearchBenchmarksWeakly Supervised Referring Expression Comprehension on RefCOCO+ (testA)Weakly Supervised Referring Expression Comprehension on RefCOCO+ (testA)Follow64.15AccuracySVCR‡56.630858.582960.53562.4871Jul 6, 2026Evaluation resultsMethodMethodLinksAccuracyInference Speed (FPS)SVCR‡Backbone=YOLOv5Backbone=YOLOv52026.0764.1520.2SVCRBackbone=YOLOv3Backbone=YOLOv32026.0760.2218.28DViNBackbone=YOLOv3Backbone=YOLOv32026.0757.5214.49WeakMCN†Backbone=YOLOv3, Found...Backbone=YOLOv3, Foundation Model Variant=ViT-small-SAM2026.0757.3316.92WeakMCN*Backbone=YOLOv3, Found...Backbone=YOLOv3, Foundation Model Variant=ViT-tiny-SAM2026.0756.9217.27