ResearchBenchmarksWeakly Supervised Referring Expression Comprehension on RefCOCO+ (val)Weakly Supervised Referring Expression Comprehension on RefCOCO+ (val)Follow56.44AccuracySVCR‡51.281652.620853.9655.2992Jul 6, 2026Evaluation resultsMethodMethodLinksAccuracyInference Speed (FPS)SVCR‡Backbone=YOLOv5Backbone=YOLOv52026.0756.4420.2SVCRBackbone=YOLOv3Backbone=YOLOv32026.0754.1718.28DViNBackbone=YOLOv3Backbone=YOLOv32026.0752.5414.49WeakMCN†Backbone=YOLOv3, Found...Backbone=YOLOv3, Foundation Model Variant=ViT-small-SAM2026.0751.916.92WeakMCN*Backbone=YOLOv3, Found...Backbone=YOLOv3, Foundation Model Variant=ViT-tiny-SAM2026.0751.4817.27