Object Counting on FSC147

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MAE(test) 낮을수록 좋음

Rank	Model	MAE(test)	MAE(val)	RMSE(test)	RMSE(val)	Extra Training Data	Paper	Code	Year
1	CountGD	5.74	7.1	24.09	26.08		CountGD: Multi-Modal Open-World Counting	niki-amini-naieni/CountGD · niki-amini-naieni/countx	2024
2	GeCo	7.91	9.52	54.28	43.00		A Novel Unified Architecture for Low-Shot Counting by Detection and Segmentation	jerpelhan/GeCo	2024
3	DAVE	8.66	8.91	32.36	28.08		DAVE -- A Detect-and-Verify Paradigm for Low-Shot Counting	jerpelhan/dave	2024
4	CACViT	9.13	10.63	48.96	37.95		Vision Transformer Off-the-Shelf: A Surprising Baseline for Few-Shot Class-Agnostic Counting	Xu3XiWang/CACViT	2023
5	SSD	9.58	9.73	64.13	29.72		Learning Spatial Similarity Distribution for Few-shot Object Counting	CBalance/SSD	2024
6	LOCA	10.79	10.24	56.97	32.56		A Low-Shot Object Counting Network With Iterative Prototype Adaptation	djukicn/loca	2022
7	SemAug-CounTR	11.32	12.31	77.50	41.65	✓	Semantic Generative Augmentations for Few-Shot Counting	perladoubinsky/SemAug	2023
8	CounTR	11.95	13.13	91.23	49.83		CounTR: Transformer-based Generalised Visual Counting	Verg-Avesta/CounTR	2022
9	SemAug-SAFECount	12.74	12.59	89.90	44.95	✓	Semantic Generative Augmentations for Few-Shot Counting	perladoubinsky/SemAug	2023
10	Real-Time 자동 추출	13.30	–	–	–		RT-Counter: Real-Time Text-Guided Open-Vocabulary Object Counting		2026
11	SPDCN	13.51	14.59	96.80	49.97		Scale-Prior Deformable Convolution for Exemplar-Guided Class-Agnostic Counting	Elin24/SPDCN-CAC	2022
12	GCA-SUN	14.00	16.06	92.19	53.04		GCA-SUNet: A Gated Context-Aware Swin-UNet for Exemplar-Free Counting		2024
13	SAFECount	14.32	15.28	85.54	47.20		Few-shot Object Counting with Similarity-Aware Feature Enhancement	zhiyuanyou/SAFECount	2022
14	BMNet+	14.62	15.74	91.83	58.53		Represent, Compare, and Learn: A Similarity-Aware Framework for Class-Agnostic Counting	flyinglynx/Bilinear-Matching-Network	2022
15	LaoNet	15.78	17.11	97.15	56.81		Object Counting: You Only Need to Look at One		2021
16	CounTX (uses text descriptions instead of visual exemplars)	15.88	17.10	106.29	65.61		Open-world Text-specified Object Counting	niki-amini-naieni/countx	2023
17	Counting-DETR	16.79	–	123.56	–		Few-shot Object Counting and Detection	vinairesearch/counting-detr	2022
18	RCC	17.12	17.49	104.53	58.81		Learning to Count Anything: Reference-less Class-agnostic Counting with Weak Supervision	SinicaGroup/Class-agnostic-Few-shot-Object-Counting · activevisionlab/learningtocountanything	2022
19	Omnicount (Open vocabulary, multi-label, without training)	18.63	–	112	–		OmniCount: Multi-label Object Counting with Semantic-Geometric Priors		2024
20	FamNet	22.08	23.75	99.54	69.07		Learning To Count Everything	cvlab-stonybrook/LearningToCountEverything	2021