SOTA Object Counting benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
FSC-147 (test)	CountGD	MAE5.74	322	1mo ago
FSC-147 (val)	CountGD	MAE7.1	240	1mo ago
FSC-147 1.0 (test)	GeCo	MAE7.91	50	1mo ago
FSC-147 1.0 (val)	GeCo	MAE9.52	50	1mo ago
PASCAL VOC Count 2007 (test)	ILC supervised approach	mRMSE0.29	40	1mo ago
COCO Count (test)	ILC supervised approach	mRMSE0.34	29	1mo ago
Pascal VOC (test)	CountSeg	RMSE0.29	27	1mo ago
FSCD-LVIS (test)	Counting-DETR	MAE18.51	21	1mo ago
FSC-147 (Average)	CountGD	MAE6.93	19	1mo ago
DOTA v2 (val)	GeoSolver	Accuracy45.92	19	8d ago
HRRSD	GeoSolver	Accuracy84.13	17	8d ago
PairTally Intra-scene	CountEx	MAE12.57	16	1mo ago
PairTally Inter-scene	CountEx	MAE15.61	16	1mo ago
COCO (test)	MoVie	RMSE0.3	16	1mo ago
ATHENA Dataset	ATHENA-Adaptive	Accuracy56.1	14	26d ago
CoCoCount-E	ATHENA-Adaptive	Accuracy65.6	14	26d ago
CoCoCount	ATHENA-Adaptive	Accuracy78.3	14	26d ago
Wheat Spikes (val)	SPROUT-L	MAE3.62	11	18d ago
NWPU-VHR	GeoSolver	Accuracy79	11	1mo ago
RSOD	Gemini-2.0-flash	Accuracy63.5	11	1mo ago
FSC-147 original (test)	CountGD	MAE5.74	11	1mo ago
LOOKALIKES (test)	D’Alessandro et al.	MAE10	11	1mo ago
COCO (val)	LOCA	MAE16.86	11	1mo ago
Counting-Tricks	Qwen2.5-VL-7B	Average Accuracy50.52	10	4d ago
CoCount (test)	CountEx	MAE12.72	10	1mo ago

Showing 25 of 89 rows