Crowds on UCF-QNRF

Metric: MAE (lower is better)

LeaderboardDataset

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Results

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#	Model↕	MAE▲	Extra Data	Paper	Date↕	Code
1	EBC-ZIP-B	69.46	No	EBC-ZIP: Improving Blockwise Crowd Counting with...	2025-06-24	Code
2	DMCount-EBC (16, dynamic)	75.9	No	CLIP-EBC: CLIP Can Count Accurately through Enha...	2024-03-14	Code
3	DMCount-EBC (32, dynamic)	76.06	No	CLIP-EBC: CLIP Can Count Accurately through Enha...	2024-03-14	Code
4	DMCount-EBC	77.2	No	CLIP-EBC: CLIP Can Count Accurately through Enha...	2024-03-14	Code
5	CSRNet-EBC	79.3	No	CLIP-EBC: CLIP Can Count Accurately through Enha...	2024-03-14	Code
6	APGCC	80.1	No	Improving Point-based Crowd Counting and Localiz...	2024-05-17	Code
7	CLIP-EBC (ViT-B/16)	80.3	No	CLIP-EBC: CLIP Can Count Accurately through Enha...	2024-03-14	Code
8	CLIP-EBC (ResNet50)	80.5	No	CLIP-EBC: CLIP Can Count Accurately through Enha...	2024-03-14	Code
9	GauNet (ResNet-50)	81.6	No	Rethinking Spatial Invariance of Convolutional N...	2022-06-10	Code
10	PSL-Net	85.5	No	-	-	-
11	DM-Count	85.6	No	Distribution Matching for Crowd Counting	2020-09-28	Code
12	M-SFANet	85.6	No	Encoder-Decoder Based Convolutional Neural Netwo...	2020-03-12	Code
13	SGANet + CL	87.6	No	Crowd Counting via Segmentation Guided Attention...	2019-11-18	Code
14	SGANet	89.1	No	Crowd Counting via Segmentation Guided Attention...	2019-11-18	Code
15	CAN	107	No	Context-Aware Crowd Counting	2018-11-26	Code
16	Idrees et al.	132	No	Composition Loss for Counting, Density Map Estim...	2018-08-02	-
17	Densenet201	163	No	Densely Connected Convolutional Networks	2016-08-25	Code
18	Resnet101	190	No	Deep Residual Learning for Image Recognition	2015-12-10	Code
19	Switch-CNN	228	No	Switching Convolutional Neural Network for Crowd...	2017-08-01	Code
20	Cascaded-MTL	252	No	CNN-based Cascaded Multi-task Learning of High-l...	2017-07-30	Code
21	Encoder-Decoder	270	No	SegNet: A Deep Convolutional Encoder-Decoder Arc...	2015-11-02	Code
22	MCNN	277	No	-	-	Code
23	Idrees et al.	315	No	-	-	-

#1EBC-ZIP-BSOTA
69.46
MAE· 2025-06-24
EBC-ZIP: Improving Blockwise Crowd Counting with Zero-Inflated Poisson Regression Code
#2DMCount-EBC (16, dynamic)SOTA
75.9
MAE· 2024-03-14
CLIP-EBC: CLIP Can Count Accurately through Enhanced Blockwise Classification Code
#3DMCount-EBC (32, dynamic)SOTA
76.06
MAE· 2024-03-14
CLIP-EBC: CLIP Can Count Accurately through Enhanced Blockwise Classification Code
#4DMCount-EBCSOTA
77.2
MAE· 2024-03-14
CLIP-EBC: CLIP Can Count Accurately through Enhanced Blockwise Classification Code
#5CSRNet-EBCSOTA
79.3
MAE· 2024-03-14
CLIP-EBC: CLIP Can Count Accurately through Enhanced Blockwise Classification Code
#6APGCC
80.1
MAE· 2024-05-17
Improving Point-based Crowd Counting and Localization Based on Auxiliary Point Guidance Code
#7CLIP-EBC (ViT-B/16)SOTA
80.3
MAE· 2024-03-14
CLIP-EBC: CLIP Can Count Accurately through Enhanced Blockwise Classification Code
#8CLIP-EBC (ResNet50)SOTA
80.5
MAE· 2024-03-14
CLIP-EBC: CLIP Can Count Accurately through Enhanced Blockwise Classification Code
#9GauNet (ResNet-50)SOTA
81.6
MAE· 2022-06-10
Rethinking Spatial Invariance of Convolutional Networks for Object Counting Code
#10PSL-Net
85.5
MAE
No paper
#11DM-Count
85.6
MAE· 2020-09-28
Distribution Matching for Crowd Counting Code
#12M-SFANetSOTA
85.6
MAE· 2020-03-12
Encoder-Decoder Based Convolutional Neural Networks with Multi-Scale-Aware Modules for Crowd Counting Code
#13SGANet + CLSOTA
87.6
MAE· 2019-11-18
Crowd Counting via Segmentation Guided Attention Networks and Curriculum Loss Code
#14SGANetSOTA
89.1
MAE· 2019-11-18
Crowd Counting via Segmentation Guided Attention Networks and Curriculum Loss Code
#15CANSOTA
107
MAE· 2018-11-26
Context-Aware Crowd Counting Code
#16Idrees et al.SOTA
132
MAE· 2018-08-02
Composition Loss for Counting, Density Map Estimation and Localization in Dense Crowds
#17Densenet201SOTA
163
MAE· 2016-08-25
Densely Connected Convolutional Networks Code
#18Resnet101SOTA
190
MAE· 2015-12-10
Deep Residual Learning for Image Recognition Code
#19Switch-CNN
228
MAE· 2017-08-01
Switching Convolutional Neural Network for Crowd Counting Code
#20Cascaded-MTL
252
MAE· 2017-07-30
CNN-based Cascaded Multi-task Learning of High-level Prior and Density Estimation for Crowd Counting Code
#21Encoder-DecoderSOTA
270
MAE· 2015-11-02
SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation Code
#22MCNN
277
MAE
No paperCode
#23Idrees et al.
315
MAE
No paper