Object Counting

Benchmarks

Dataset Name	SOTA Method	Metric
FSC-147 (test)	CountGD	MAE5.74	297	3d ago
FSC-147 (val)	CountGD	MAE7.1	211	3d ago
FSC-147 1.0 (test)	GeCo	MAE7.91	50	3d ago
FSC-147 1.0 (val)	GeCo	MAE9.52	50	3d ago
PASCAL VOC Count 2007 (test)	ILC supervised approach	mRMSE0.29	40	3d ago
COCO Count (test)	ILC supervised approach	mRMSE0.34	29	3d ago
Pascal VOC (test)	CountSeg	RMSE0.29	27	3d ago
FSCD-LVIS (test)	Counting-DETR	MAE18.51	21	2d ago
PairTally Intra-scene	CountEx	MAE12.57	16	3d ago
PairTally Inter-scene	CountEx	MAE15.61	16	3d ago
COCO (test)	MoVie	RMSE0.3	16	3d ago
LOOKALIKES (test)	D’Alessandro et al.	MAE10	11	3d ago
COCO (val)	LOCA	MAE16.86	11	3d ago
CoCount (test)	CountEx	MAE12.72	10	3d ago
COCO-UniFS (val)	UniFS	MSE1.32	10	2d ago
CLEVR (test)	TVP	MiniGPT-4 Score53.6	10	3d ago
TallyQA Simple		Accuracy86.3	9	3d ago
PairTally (test)	CountGD++	MAE35.27	7	3d ago
SKU-110K 1.0 (test)	Our full approach	MAE14.522	7	3d ago
PUCPR+	WS-COC	MAE42.3	6	3d ago
COCO-REM 1-img	Qwen2.5-VL-7B + RARL	Accuracy0.718	6	3d ago
OmniCount Fruits (test)	CountGD++	MAE0.56	6	3d ago
Blood Cell Detection (test)	CountGD++	MAE1.52	6	3d ago
Object Counting Suite		Count Average17.5	6	3d ago
Visual7W Count	MiniCPM-V 4.5	Accuracy55	6	3d ago

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