Crowds on UCF-QNRF

Metric: MAE (lower is better)

LeaderboardDataset

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Results

#	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	-	-	-