Object Counting on FSC147

Metric: RMSE(test) (lower is better)

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#	Model↕	RMSE(test)▲	Extra Data	Paper	Date↕	Code
1	CountGD	24.09	No	CountGD: Multi-Modal Open-World Counting	2024-07-05	Code
2	DAVE	32.36	No	DAVE -- A Detect-and-Verify Paradigm for Low-Sho...	2024-04-25	Code
3	CACViT	48.96	No	Vision Transformer Off-the-Shelf: A Surprising B...	2023-05-08	Code
4	GeCo	54.28	No	A Novel Unified Architecture for Low-Shot Counti...	2024-09-27	Code
5	GeCo	54.28	No	A Novel Unified Architecture for Low-Shot Counti...	2024-09-27	Code
6	LOCA	56.97	No	A Low-Shot Object Counting Network With Iterativ...	2022-11-15	Code
7	SSD	64.13	No	Learning Spatial Similarity Distribution for Few...	2024-05-20	Code
8	DAVE	74.51	No	DAVE -- A Detect-and-Verify Paradigm for Low-Sho...	2024-04-25	Code
9	SemAug-CounTR	77.5	Yes	Semantic Generative Augmentations for Few-Shot C...	2023-10-26	Code
10	SAVE	80.39	No	-	-	Code
11	SAFECount	85.54	No	Few-shot Object Counting with Similarity-Aware F...	2022-01-22	Code
12	SemAug-SAFECount	89.9	Yes	Semantic Generative Augmentations for Few-Shot C...	2023-10-26	Code
13	CounTR	91.23	No	CounTR: Transformer-based Generalised Visual Cou...	2022-08-29	Code
14	BMNet+	91.83	No	Represent, Compare, and Learn: A Similarity-Awar...	2022-03-16	Code
15	GCA-SUN	92.19	No	GCA-SUNet: A Gated Context-Aware Swin-UNet for E...	2024-09-18	-
16	GCA-SUN	92.19	No	GCA-SUNet: A Gated Context-Aware Swin-UNet for E...	2024-09-18	-
17	SPDCN	96.8	No	-	-	Code
18	LaoNet	97.15	No	Object Counting: You Only Need to Look at One	2021-12-11	-
19	FamNet	99.54	No	Learning To Count Everything	2021-04-16	Code
20	DAVE	103.49	No	DAVE -- A Detect-and-Verify Paradigm for Low-Sho...	2024-04-25	Code
21	LOCA	103.96	No	A Low-Shot Object Counting Network With Iterativ...	2022-11-15	Code
22	RCC	104.53	No	Learning to Count Anything: Reference-less Class...	2022-05-20	Code
23	RCC	104.53	No	Learning to Count Anything: Reference-less Class...	2022-05-20	Code
24	CounTX (uses text descriptions instead of visual exemplars)	106.29	No	Open-world Text-specified Object Counting	2023-06-02	Code
25	CounTR	106.87	No	CounTR: Transformer-based Generalised Visual Cou...	2022-08-29	Code
26	GeCo	108.72	No	A Novel Unified Architecture for Low-Shot Counti...	2024-09-27	Code
27	Omnicount (Open vocabulary, multi-label, without training)	112	No	OmniCount: Multi-label Object Counting with Sema...	2024-03-08	-
28	PSECO	112.86	No	-	-	Code
29	Counting-DETR	123.56	No	Few-shot Object Counting and Detection	2022-07-22	Code
30	Counting-DETR	123.56	No	Few-shot Object Counting and Detection	2022-07-22	Code
31	RepRPN-Counter	129.11	No	Exemplar-free Class Incremental Learning via Dis...	2022-01-05	Code
32	FamNet	131.46	No	Learning To Count Everything	2021-04-16	Code