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

#1CountGDSOTA
5.74
MAE(test)· 2024-07-05
CountGD: Multi-Modal Open-World Counting Code
#2GeCo
7.91
MAE(test)· 2024-09-27
A Novel Unified Architecture for Low-Shot Counting by Detection and Segmentation Code
#3GeCo
7.91
MAE(test)· 2024-09-27
A Novel Unified Architecture for Low-Shot Counting by Detection and Segmentation Code
#4DAVESOTA
8.66
MAE(test)· 2024-04-25
DAVE -- A Detect-and-Verify Paradigm for Low-Shot Counting Code
#5SAVE
8.92
MAE(test)
No paperCode
#6CACViTSOTA
9.13
MAE(test)· 2023-05-08
Vision Transformer Off-the-Shelf: A Surprising Baseline for Few-Shot Class-Agnostic Counting Code
#7SSD
9.58
MAE(test)· 2024-05-20
Learning Spatial Similarity Distribution for Few-shot Object Counting Code
#8DAVE
10.45
MAE(test)· 2024-04-25
DAVE -- A Detect-and-Verify Paradigm for Low-Shot Counting Code
#9LOCASOTA
10.79
MAE(test)· 2022-11-15
A Low-Shot Object Counting Network With Iterative Prototype Adaptation Code
#10SemAug-CounTR
11.32
MAE(test)· Extra Data· 2023-10-26
Semantic Generative Augmentations for Few-Shot Counting Code
#11CounTRSOTA
11.95
MAE(test)· 2022-08-29
CounTR: Transformer-based Generalised Visual Counting Code
#12SemAug-SAFECount
12.74
MAE(test)· Extra Data· 2023-10-26
Semantic Generative Augmentations for Few-Shot Counting Code
#13PSECO
13.05
MAE(test)
No paperCode
#14GeCo
13.3
MAE(test)· 2024-09-27
A Novel Unified Architecture for Low-Shot Counting by Detection and Segmentation Code
#15SPDCN
13.51
MAE(test)
No paperCode
#16GCA-SUN
14
MAE(test)· 2024-09-18
GCA-SUNet: A Gated Context-Aware Swin-UNet for Exemplar-Free Counting
#17GCA-SUN
14
MAE(test)· 2024-09-18
GCA-SUNet: A Gated Context-Aware Swin-UNet for Exemplar-Free Counting
#18SAFECountSOTA
14.32
MAE(test)· 2022-01-22
Few-shot Object Counting with Similarity-Aware Feature Enhancement Code
#19BMNet+
14.62
MAE(test)· 2022-03-16
Represent, Compare, and Learn: A Similarity-Aware Framework for Class-Agnostic Counting Code
#20CounTR
14.71
MAE(test)· 2022-08-29
CounTR: Transformer-based Generalised Visual Counting Code
#21DAVE
15.14
MAE(test)· 2024-04-25
DAVE -- A Detect-and-Verify Paradigm for Low-Shot Counting Code
#22LaoNetSOTA
15.78
MAE(test)· 2021-12-11
Object Counting: You Only Need to Look at One
#23CounTX (uses text descriptions instead of visual exemplars)
15.88
MAE(test)· 2023-06-02
Open-world Text-specified Object Counting Code
#24LOCA
16.2
MAE(test)· 2022-11-15
A Low-Shot Object Counting Network With Iterative Prototype Adaptation Code
#25Counting-DETR
16.79
MAE(test)· 2022-07-22
Few-shot Object Counting and Detection Code
#26Counting-DETR
16.79
MAE(test)· 2022-07-22
Few-shot Object Counting and Detection Code
#27RCC
17.12
MAE(test)· 2022-05-20
Learning to Count Anything: Reference-less Class-agnostic Counting with Weak Supervision Code
#28RCC
17.12
MAE(test)· 2022-05-20
Learning to Count Anything: Reference-less Class-agnostic Counting with Weak Supervision Code
#29Omnicount (Open vocabulary, multi-label, without training)
18.63
MAE(test)· 2024-03-08
OmniCount: Multi-label Object Counting with Semantic-Geometric Priors
#30FamNetSOTA
22.08
MAE(test)· 2021-04-16
Learning To Count Everything Code
#31RepRPN-Counter
26.66
MAE(test)· 2022-01-05
Exemplar-free Class Incremental Learning via Discriminative and Comparable One-class Classifiers Code
#32FamNetSOTA
32.27
MAE(test)· 2021-04-16
Learning To Count Everything Code