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

#1CountGDSOTA
24.09
RMSE(test)· 2024-07-05
CountGD: Multi-Modal Open-World Counting Code
#2DAVESOTA
32.36
RMSE(test)· 2024-04-25
DAVE -- A Detect-and-Verify Paradigm for Low-Shot Counting Code
#3CACViTSOTA
48.96
RMSE(test)· 2023-05-08
Vision Transformer Off-the-Shelf: A Surprising Baseline for Few-Shot Class-Agnostic Counting Code
#4GeCo
54.28
RMSE(test)· 2024-09-27
A Novel Unified Architecture for Low-Shot Counting by Detection and Segmentation Code
#5GeCo
54.28
RMSE(test)· 2024-09-27
A Novel Unified Architecture for Low-Shot Counting by Detection and Segmentation Code
#6LOCASOTA
56.97
RMSE(test)· 2022-11-15
A Low-Shot Object Counting Network With Iterative Prototype Adaptation Code
#7SSD
64.13
RMSE(test)· 2024-05-20
Learning Spatial Similarity Distribution for Few-shot Object Counting Code
#8DAVE
74.51
RMSE(test)· 2024-04-25
DAVE -- A Detect-and-Verify Paradigm for Low-Shot Counting Code
#9SemAug-CounTR
77.5
RMSE(test)· Extra Data· 2023-10-26
Semantic Generative Augmentations for Few-Shot Counting Code
#10SAVE
80.39
RMSE(test)
No paperCode
#11SAFECountSOTA
85.54
RMSE(test)· 2022-01-22
Few-shot Object Counting with Similarity-Aware Feature Enhancement Code
#12SemAug-SAFECount
89.9
RMSE(test)· Extra Data· 2023-10-26
Semantic Generative Augmentations for Few-Shot Counting Code
#13CounTR
91.23
RMSE(test)· 2022-08-29
CounTR: Transformer-based Generalised Visual Counting Code
#14BMNet+
91.83
RMSE(test)· 2022-03-16
Represent, Compare, and Learn: A Similarity-Aware Framework for Class-Agnostic Counting Code
#15GCA-SUN
92.19
RMSE(test)· 2024-09-18
GCA-SUNet: A Gated Context-Aware Swin-UNet for Exemplar-Free Counting
#16GCA-SUN
92.19
RMSE(test)· 2024-09-18
GCA-SUNet: A Gated Context-Aware Swin-UNet for Exemplar-Free Counting
#17SPDCN
96.8
RMSE(test)
No paperCode
#18LaoNetSOTA
97.15
RMSE(test)· 2021-12-11
Object Counting: You Only Need to Look at One
#19FamNetSOTA
99.54
RMSE(test)· 2021-04-16
Learning To Count Everything Code
#20DAVE
103.49
RMSE(test)· 2024-04-25
DAVE -- A Detect-and-Verify Paradigm for Low-Shot Counting Code
#21LOCA
103.96
RMSE(test)· 2022-11-15
A Low-Shot Object Counting Network With Iterative Prototype Adaptation Code
#22RCC
104.53
RMSE(test)· 2022-05-20
Learning to Count Anything: Reference-less Class-agnostic Counting with Weak Supervision Code
#23RCC
104.53
RMSE(test)· 2022-05-20
Learning to Count Anything: Reference-less Class-agnostic Counting with Weak Supervision Code
#24CounTX (uses text descriptions instead of visual exemplars)
106.29
RMSE(test)· 2023-06-02
Open-world Text-specified Object Counting Code
#25CounTR
106.87
RMSE(test)· 2022-08-29
CounTR: Transformer-based Generalised Visual Counting Code
#26GeCo
108.72
RMSE(test)· 2024-09-27
A Novel Unified Architecture for Low-Shot Counting by Detection and Segmentation Code
#27Omnicount (Open vocabulary, multi-label, without training)
112
RMSE(test)· 2024-03-08
OmniCount: Multi-label Object Counting with Semantic-Geometric Priors
#28PSECO
112.86
RMSE(test)
No paperCode
#29Counting-DETR
123.56
RMSE(test)· 2022-07-22
Few-shot Object Counting and Detection Code
#30Counting-DETR
123.56
RMSE(test)· 2022-07-22
Few-shot Object Counting and Detection Code
#31RepRPN-Counter
129.11
RMSE(test)· 2022-01-05
Exemplar-free Class Incremental Learning via Discriminative and Comparable One-class Classifiers Code
#32FamNetSOTA
131.46
RMSE(test)· 2021-04-16
Learning To Count Everything Code