Crowds on WorldExpo’10

Metric: Average MAE (lower is better)

LeaderboardDataset

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#	Model↕	Average MAE▲	Extra Data	Paper	Date↕	Code
1	ECAN	7.2	No	Context-Aware Crowd Counting	2018-11-26	Code
2	M-SFANet	7.32	No	Encoder-Decoder Based Convolutional Neural Netwo...	2020-03-12	Code
3	CAN	7.4	No	Context-Aware Crowd Counting	2018-11-26	Code
4	ACSCP	7.5	No	-	-	Code
5	SPANet	7.7	No	Learning Spatial Awareness to Improve Crowd Coun...	2019-09-16	-
6	SANet	8.2	No	-	-	Code
7	CSRNet	8.6	No	CSRNet: Dilated Convolutional Neural Networks fo...	2018-02-27	Code
8	CP-CNN	8.9	No	Generating High-Quality Crowd Density Maps using...	2017-08-02	-
9	D-ConvNet	9.1	No	-	-	Code
10	DecideNet	9.23	No	DecideNet: Counting Varying Density Crowds Throu...	2017-12-18	Code
11	Switch-CNN	9.4	No	Switching Convolutional Neural Network for Crowd...	2017-08-01	Code
12	ic-CNN	10.3	No	Iterative Crowd Counting	2018-07-26	-
13	IG-CNN	11.3	No	Divide and Grow: Capturing Huge Diversity in Cro...	2018-07-26	-
14	MCNN	11.6	No	-	-	Code
15	Zhang et al.	12.9	No	-	-	-

#1ECANSOTA
7.2
Average MAE· 2018-11-26
Context-Aware Crowd Counting Code
#2M-SFANet
7.32
Average MAE· 2020-03-12
Encoder-Decoder Based Convolutional Neural Networks with Multi-Scale-Aware Modules for Crowd Counting Code
#3CANSOTA
7.4
Average MAE· 2018-11-26
Context-Aware Crowd Counting Code
#4ACSCP
7.5
Average MAE
No paperCode
#5SPANet
7.7
Average MAE· 2019-09-16
Learning Spatial Awareness to Improve Crowd Counting
#6SANet
8.2
Average MAE
No paperCode
#7CSRNetSOTA
8.6
Average MAE· 2018-02-27
CSRNet: Dilated Convolutional Neural Networks for Understanding the Highly Congested Scenes Code
#8CP-CNNSOTA
8.9
Average MAE· 2017-08-02
Generating High-Quality Crowd Density Maps using Contextual Pyramid CNNs
#9D-ConvNet
9.1
Average MAE
No paperCode
#10DecideNet
9.23
Average MAE· 2017-12-18
DecideNet: Counting Varying Density Crowds Through Attention Guided Detection and Density Estimation Code
#11Switch-CNNSOTA
9.4
Average MAE· 2017-08-01
Switching Convolutional Neural Network for Crowd Counting Code
#12ic-CNN
10.3
Average MAE· 2018-07-26
Iterative Crowd Counting
#13IG-CNN
11.3
Average MAE· 2018-07-26
Divide and Grow: Capturing Huge Diversity in Crowd Images with Incrementally Growing CNN
#14MCNN
11.6
Average MAE
No paperCode
#15Zhang et al.
12.9
Average MAE
No paper