Object Counting on FSC147

Metric: RMSE(val) (lower is better)

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#	Model↕	RMSE(val)▲	Extra Data	Paper	Date↕	Code
1	CountGD	26.08	No	CountGD: Multi-Modal Open-World Counting	2024-07-05	Code
2	DAVE	28.08	No	DAVE -- A Detect-and-Verify Paradigm for Low-Sho...	2024-04-25	Code
3	SSD	29.72	No	Learning Spatial Similarity Distribution for Few...	2024-05-20	Code
4	LOCA	32.56	No	A Low-Shot Object Counting Network With Iterativ...	2022-11-15	Code
5	SAVE	35.83	No	-	-	Code
6	CACViT	37.95	No	Vision Transformer Off-the-Shelf: A Surprising B...	2023-05-08	Code
7	SemAug-CounTR	41.65	Yes	Semantic Generative Augmentations for Few-Shot C...	2023-10-26	Code
8	GeCo	43	No	A Novel Unified Architecture for Low-Shot Counti...	2024-09-27	Code
9	SemAug-SAFECount	44.95	Yes	Semantic Generative Augmentations for Few-Shot C...	2023-10-26	Code
10	SAFECount	47.2	No	Few-shot Object Counting with Similarity-Aware F...	2022-01-22	Code
11	CounTR	49.83	No	CounTR: Transformer-based Generalised Visual Cou...	2022-08-29	Code
12	SPDCN	49.97	No	-	-	Code
13	DAVE	52.67	No	DAVE -- A Detect-and-Verify Paradigm for Low-Sho...	2024-04-25	Code
14	GCA-SUN	53.04	No	GCA-SUNet: A Gated Context-Aware Swin-UNet for E...	2024-09-18	-
15	GCA-SUN	53.04	No	GCA-SUNet: A Gated Context-Aware Swin-UNet for E...	2024-09-18	-
16	LOCA	54.96	No	A Low-Shot Object Counting Network With Iterativ...	2022-11-15	Code
17	LaoNet	56.81	No	Object Counting: You Only Need to Look at One	2021-12-11	-
18	BMNet+	58.53	No	Represent, Compare, and Learn: A Similarity-Awar...	2022-03-16	Code
19	RCC	58.81	No	Learning to Count Anything: Reference-less Class...	2022-05-20	Code
20	RCC	58.81	No	Learning to Count Anything: Reference-less Class...	2022-05-20	Code
21	GeCo	64.95	No	A Novel Unified Architecture for Low-Shot Counti...	2024-09-27	Code
22	CounTX (uses text descriptions instead of visual exemplars)	65.61	No	Open-world Text-specified Object Counting	2023-06-02	Code
23	FamNet	69.07	No	Learning To Count Everything	2021-04-16	Code
24	CounTR	71.84	No	CounTR: Transformer-based Generalised Visual Cou...	2022-08-29	Code
25	RepRPN-Counter	98.11	No	Exemplar-free Class Incremental Learning via Dis...	2022-01-05	Code
26	FamNet	98.75	No	Learning To Count Everything	2021-04-16	Code

#1CountGDSOTA
26.08
RMSE(val)· 2024-07-05
CountGD: Multi-Modal Open-World Counting Code
#2DAVESOTA
28.08
RMSE(val)· 2024-04-25
DAVE -- A Detect-and-Verify Paradigm for Low-Shot Counting Code
#3SSD
29.72
RMSE(val)· 2024-05-20
Learning Spatial Similarity Distribution for Few-shot Object Counting Code
#4LOCASOTA
32.56
RMSE(val)· 2022-11-15
A Low-Shot Object Counting Network With Iterative Prototype Adaptation Code
#5SAVE
35.83
RMSE(val)
No paperCode
#6CACViT
37.95
RMSE(val)· 2023-05-08
Vision Transformer Off-the-Shelf: A Surprising Baseline for Few-Shot Class-Agnostic Counting Code
#7SemAug-CounTR
41.65
RMSE(val)· Extra Data· 2023-10-26
Semantic Generative Augmentations for Few-Shot Counting Code
#8GeCo
43
RMSE(val)· 2024-09-27
A Novel Unified Architecture for Low-Shot Counting by Detection and Segmentation Code
#9SemAug-SAFECount
44.95
RMSE(val)· Extra Data· 2023-10-26
Semantic Generative Augmentations for Few-Shot Counting Code
#10SAFECountSOTA
47.2
RMSE(val)· 2022-01-22
Few-shot Object Counting with Similarity-Aware Feature Enhancement Code
#11CounTR
49.83
RMSE(val)· 2022-08-29
CounTR: Transformer-based Generalised Visual Counting Code
#12SPDCN
49.97
RMSE(val)
No paperCode
#13DAVE
52.67
RMSE(val)· 2024-04-25
DAVE -- A Detect-and-Verify Paradigm for Low-Shot Counting Code
#14GCA-SUN
53.04
RMSE(val)· 2024-09-18
GCA-SUNet: A Gated Context-Aware Swin-UNet for Exemplar-Free Counting
#15GCA-SUN
53.04
RMSE(val)· 2024-09-18
GCA-SUNet: A Gated Context-Aware Swin-UNet for Exemplar-Free Counting
#16LOCA
54.96
RMSE(val)· 2022-11-15
A Low-Shot Object Counting Network With Iterative Prototype Adaptation Code
#17LaoNetSOTA
56.81
RMSE(val)· 2021-12-11
Object Counting: You Only Need to Look at One
#18BMNet+
58.53
RMSE(val)· 2022-03-16
Represent, Compare, and Learn: A Similarity-Aware Framework for Class-Agnostic Counting Code
#19RCC
58.81
RMSE(val)· 2022-05-20
Learning to Count Anything: Reference-less Class-agnostic Counting with Weak Supervision Code
#20RCC
58.81
RMSE(val)· 2022-05-20
Learning to Count Anything: Reference-less Class-agnostic Counting with Weak Supervision Code
#21GeCo
64.95
RMSE(val)· 2024-09-27
A Novel Unified Architecture for Low-Shot Counting by Detection and Segmentation Code
#22CounTX (uses text descriptions instead of visual exemplars)
65.61
RMSE(val)· 2023-06-02
Open-world Text-specified Object Counting Code
#23FamNetSOTA
69.07
RMSE(val)· 2021-04-16
Learning To Count Everything Code
#24CounTR
71.84
RMSE(val)· 2022-08-29
CounTR: Transformer-based Generalised Visual Counting Code
#25RepRPN-Counter
98.11
RMSE(val)· 2022-01-05
Exemplar-free Class Incremental Learning via Discriminative and Comparable One-class Classifiers Code
#26FamNetSOTA
98.75
RMSE(val)· 2021-04-16
Learning To Count Everything Code