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

#1CountGDSOTA
7.1
MAE(val)· 2024-07-05
CountGD: Multi-Modal Open-World Counting Code
#2SAVE
8.89
MAE(val)
No paperCode
#3DAVESOTA
8.91
MAE(val)· 2024-04-25
DAVE -- A Detect-and-Verify Paradigm for Low-Shot Counting Code
#4GeCo
9.52
MAE(val)· 2024-09-27
A Novel Unified Architecture for Low-Shot Counting by Detection and Segmentation Code
#5SSD
9.73
MAE(val)· 2024-05-20
Learning Spatial Similarity Distribution for Few-shot Object Counting Code
#6LOCASOTA
10.24
MAE(val)· 2022-11-15
A Low-Shot Object Counting Network With Iterative Prototype Adaptation Code
#7CACViT
10.63
MAE(val)· 2023-05-08
Vision Transformer Off-the-Shelf: A Surprising Baseline for Few-Shot Class-Agnostic Counting Code
#8SemAug-CounTR
12.31
MAE(val)· Extra Data· 2023-10-26
Semantic Generative Augmentations for Few-Shot Counting Code
#9SemAug-SAFECount
12.59
MAE(val)· Extra Data· 2023-10-26
Semantic Generative Augmentations for Few-Shot Counting Code
#10CounTRSOTA
13.13
MAE(val)· 2022-08-29
CounTR: Transformer-based Generalised Visual Counting Code
#11SPDCN
14.59
MAE(val)
No paperCode
#12GeCo
14.81
MAE(val)· 2024-09-27
A Novel Unified Architecture for Low-Shot Counting by Detection and Segmentation Code
#13SAFECountSOTA
15.28
MAE(val)· 2022-01-22
Few-shot Object Counting with Similarity-Aware Feature Enhancement Code
#14DAVE
15.54
MAE(val)· 2024-04-25
DAVE -- A Detect-and-Verify Paradigm for Low-Shot Counting Code
#15BMNet+
15.74
MAE(val)· 2022-03-16
Represent, Compare, and Learn: A Similarity-Aware Framework for Class-Agnostic Counting Code
#16GCA-SUN
16.06
MAE(val)· 2024-09-18
GCA-SUNet: A Gated Context-Aware Swin-UNet for Exemplar-Free Counting
#17GCA-SUN
16.06
MAE(val)· 2024-09-18
GCA-SUNet: A Gated Context-Aware Swin-UNet for Exemplar-Free Counting
#18CounTX (uses text descriptions instead of visual exemplars)
17.1
MAE(val)· 2023-06-02
Open-world Text-specified Object Counting Code
#19LaoNetSOTA
17.11
MAE(val)· 2021-12-11
Object Counting: You Only Need to Look at One
#20LOCA
17.43
MAE(val)· 2022-11-15
A Low-Shot Object Counting Network With Iterative Prototype Adaptation Code
#21RCC
17.49
MAE(val)· 2022-05-20
Learning to Count Anything: Reference-less Class-agnostic Counting with Weak Supervision Code
#22RCC
17.49
MAE(val)· 2022-05-20
Learning to Count Anything: Reference-less Class-agnostic Counting with Weak Supervision Code
#23CounTR
18.07
MAE(val)· 2022-08-29
CounTR: Transformer-based Generalised Visual Counting Code
#24FamNetSOTA
23.75
MAE(val)· 2021-04-16
Learning To Count Everything Code
#25RepRPN-Counter
29.24
MAE(val)· 2022-01-05
Exemplar-free Class Incremental Learning via Discriminative and Comparable One-class Classifiers Code
#26FamNetSOTA
32.15
MAE(val)· 2021-04-16
Learning To Count Everything Code