Object Counting on FSC147

Metric: MAE(val) (lower is better)

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#	Model↕	MAE(val)▲	Extra Data	Paper	Date↕	Code
1	CountGD	7.1	No	CountGD: Multi-Modal Open-World Counting	2024-07-05	Code
2	SAVE	8.89	No	-	-	Code
3	DAVE	8.91	No	DAVE -- A Detect-and-Verify Paradigm for Low-Sho...	2024-04-25	Code
4	GeCo	9.52	No	A Novel Unified Architecture for Low-Shot Counti...	2024-09-27	Code
5	SSD	9.73	No	Learning Spatial Similarity Distribution for Few...	2024-05-20	Code
6	LOCA	10.24	No	A Low-Shot Object Counting Network With Iterativ...	2022-11-15	Code
7	CACViT	10.63	No	Vision Transformer Off-the-Shelf: A Surprising B...	2023-05-08	Code
8	SemAug-CounTR	12.31	Yes	Semantic Generative Augmentations for Few-Shot C...	2023-10-26	Code
9	SemAug-SAFECount	12.59	Yes	Semantic Generative Augmentations for Few-Shot C...	2023-10-26	Code
10	CounTR	13.13	No	CounTR: Transformer-based Generalised Visual Cou...	2022-08-29	Code
11	SPDCN	14.59	No	-	-	Code
12	GeCo	14.81	No	A Novel Unified Architecture for Low-Shot Counti...	2024-09-27	Code
13	SAFECount	15.28	No	Few-shot Object Counting with Similarity-Aware F...	2022-01-22	Code
14	DAVE	15.54	No	DAVE -- A Detect-and-Verify Paradigm for Low-Sho...	2024-04-25	Code
15	BMNet+	15.74	No	Represent, Compare, and Learn: A Similarity-Awar...	2022-03-16	Code
16	GCA-SUN	16.06	No	GCA-SUNet: A Gated Context-Aware Swin-UNet for E...	2024-09-18	-
17	GCA-SUN	16.06	No	GCA-SUNet: A Gated Context-Aware Swin-UNet for E...	2024-09-18	-
18	CounTX (uses text descriptions instead of visual exemplars)	17.1	No	Open-world Text-specified Object Counting	2023-06-02	Code
19	LaoNet	17.11	No	Object Counting: You Only Need to Look at One	2021-12-11	-
20	LOCA	17.43	No	A Low-Shot Object Counting Network With Iterativ...	2022-11-15	Code
21	RCC	17.49	No	Learning to Count Anything: Reference-less Class...	2022-05-20	Code
22	RCC	17.49	No	Learning to Count Anything: Reference-less Class...	2022-05-20	Code
23	CounTR	18.07	No	CounTR: Transformer-based Generalised Visual Cou...	2022-08-29	Code
24	FamNet	23.75	No	Learning To Count Everything	2021-04-16	Code
25	RepRPN-Counter	29.24	No	Exemplar-free Class Incremental Learning via Dis...	2022-01-05	Code
26	FamNet	32.15	No	Learning To Count Everything	2021-04-16	Code