Object Counting on FSC147

Metric: MAE(test) (lower is better)

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#	Model↕	MAE(test)▲	Extra Data	Paper	Date↕	Code
1	CountGD	5.74	No	CountGD: Multi-Modal Open-World Counting	2024-07-05	Code
2	GeCo	7.91	No	A Novel Unified Architecture for Low-Shot Counti...	2024-09-27	Code
3	GeCo	7.91	No	A Novel Unified Architecture for Low-Shot Counti...	2024-09-27	Code
4	DAVE	8.66	No	DAVE -- A Detect-and-Verify Paradigm for Low-Sho...	2024-04-25	Code
5	SAVE	8.92	No	-	-	Code
6	CACViT	9.13	No	Vision Transformer Off-the-Shelf: A Surprising B...	2023-05-08	Code
7	SSD	9.58	No	Learning Spatial Similarity Distribution for Few...	2024-05-20	Code
8	DAVE	10.45	No	DAVE -- A Detect-and-Verify Paradigm for Low-Sho...	2024-04-25	Code
9	LOCA	10.79	No	A Low-Shot Object Counting Network With Iterativ...	2022-11-15	Code
10	SemAug-CounTR	11.32	Yes	Semantic Generative Augmentations for Few-Shot C...	2023-10-26	Code
11	CounTR	11.95	No	CounTR: Transformer-based Generalised Visual Cou...	2022-08-29	Code
12	SemAug-SAFECount	12.74	Yes	Semantic Generative Augmentations for Few-Shot C...	2023-10-26	Code
13	PSECO	13.05	No	-	-	Code
14	GeCo	13.3	No	A Novel Unified Architecture for Low-Shot Counti...	2024-09-27	Code
15	SPDCN	13.51	No	-	-	Code
16	GCA-SUN	14	No	GCA-SUNet: A Gated Context-Aware Swin-UNet for E...	2024-09-18	-
17	GCA-SUN	14	No	GCA-SUNet: A Gated Context-Aware Swin-UNet for E...	2024-09-18	-
18	SAFECount	14.32	No	Few-shot Object Counting with Similarity-Aware F...	2022-01-22	Code
19	BMNet+	14.62	No	Represent, Compare, and Learn: A Similarity-Awar...	2022-03-16	Code
20	CounTR	14.71	No	CounTR: Transformer-based Generalised Visual Cou...	2022-08-29	Code
21	DAVE	15.14	No	DAVE -- A Detect-and-Verify Paradigm for Low-Sho...	2024-04-25	Code
22	LaoNet	15.78	No	Object Counting: You Only Need to Look at One	2021-12-11	-
23	CounTX (uses text descriptions instead of visual exemplars)	15.88	No	Open-world Text-specified Object Counting	2023-06-02	Code
24	LOCA	16.2	No	A Low-Shot Object Counting Network With Iterativ...	2022-11-15	Code
25	Counting-DETR	16.79	No	Few-shot Object Counting and Detection	2022-07-22	Code
26	Counting-DETR	16.79	No	Few-shot Object Counting and Detection	2022-07-22	Code
27	RCC	17.12	No	Learning to Count Anything: Reference-less Class...	2022-05-20	Code
28	RCC	17.12	No	Learning to Count Anything: Reference-less Class...	2022-05-20	Code
29	Omnicount (Open vocabulary, multi-label, without training)	18.63	No	OmniCount: Multi-label Object Counting with Sema...	2024-03-08	-
30	FamNet	22.08	No	Learning To Count Everything	2021-04-16	Code
31	RepRPN-Counter	26.66	No	Exemplar-free Class Incremental Learning via Dis...	2022-01-05	Code
32	FamNet	32.27	No	Learning To Count Everything	2021-04-16	Code