Object Counting on CARPK

Metric: RMSE (lower is better)

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#	Model↕	RMSE▲	Extra Data	Paper	Date↕	Code
1	HLCNN	3.02	No	-	-	Code
2	CLIP-LOCAR	6.02	No	Car Object Counting and Position Estimation via ...	2025-07-11	Code
3	SAFECount	7.04	No	Few-shot Object Counting with Similarity-Aware F...	2022-01-22	Code
4	CounTR	7.45	No	CounTR: Transformer-based Generalised Visual Cou...	2022-08-29	Code
5	BMNet+	7.83	No	Represent, Compare, and Learn: A Similarity-Awar...	2022-03-16	Code
6	Soft-IoU + EM-Merger unit	8.52	No	Precise Detection in Densely Packed Scenes	2019-04-01	Code
7	VLCounter	8.68	No	VLCounter: Text-aware Visual Representation for ...	2023-12-27	Code
8	CounTX (uses arbitrary text input to specify object to count, used "the cars" for CARPK)	10.87	No	Open-world Text-specified Object Counting	2023-06-02	Code
9	RetinaNet (2018)	22.3	No	Drone-based Object Counting by Spatially Regular...	2017-07-19	-
10	LPN Counting (2017)	34.46	No	Drone-based Object Counting by Spatially Regular...	2017-07-19	-
11	One-Look Regression (2016)	36.73	No	A Large Contextual Dataset for Classification, D...	2016-09-14	-
12	Faster R-CNN (2015)	47.67	No	Faster R-CNN: Towards Real-Time Object Detection...	2015-06-04	Code
13	YOLO (2016)	57.55	No	You Only Look Once: Unified, Real-Time Object De...	2015-06-08	Code
14	YOLO9000opt (2017)	172.46	No	YOLO9000: Better, Faster, Stronger	2016-12-25	Code