Crowds on ShanghaiTech B

Metric: MAE (lower is better)

LeaderboardDataset

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#	Model↕	MAE▲	Extra Data	Paper	Date↕	Code
1	EBC-ZIP-B	5.51	No	EBC-ZIP: Improving Blockwise Crowd Counting with...	2025-06-24	Code
2	PSL-Net	5.8	Yes	-	-	-
3	CLIP-EBC (ViT-L/14)	5.9	Yes	CLIP-EBC: CLIP Can Count Accurately through Enha...	2024-03-14	Code
4	CLIP-EBC (ResNet50)	6	Yes	CLIP-EBC: CLIP Can Count Accurately through Enha...	2024-03-14	Code
5	GauNet (ResNet-50)	6	Yes	Rethinking Spatial Invariance of Convolutional N...	2022-06-10	Code
6	SGANet	6.3	Yes	Crowd Counting via Segmentation Guided Attention...	2019-11-18	Code
7	M-SFANet+M-SegNet	6.32	Yes	Encoder-Decoder Based Convolutional Neural Netwo...	2020-03-12	Code
8	SPANet	6.5	Yes	Learning Spatial Awareness to Improve Crowd Coun...	2019-09-16	-
9	CLIP-EBC (ViT-B/16)	6.6	Yes	CLIP-EBC: CLIP Can Count Accurately through Enha...	2024-03-14	Code
10	SGANet + CL	6.6	Yes	Crowd Counting via Segmentation Guided Attention...	2019-11-18	Code
11	S-DCNet	6.7	Yes	From Open Set to Closed Set: Counting Objects by...	2019-08-15	Code
12	FusionCount	6.9	No	FusionCount: Efficient Crowd Counting via Multis...	2022-02-28	Code
13	CSRNet-EBC	6.9	No	CLIP-EBC: CLIP Can Count Accurately through Enha...	2024-03-14	Code
14	DMCount-EBC	7	No	CLIP-EBC: CLIP Can Count Accurately through Enha...	2024-03-14	Code
15	DM-Count	7.4	No	Distribution Matching for Crowd Counting	2020-09-28	Code
16	CAN	7.8	No	Context-Aware Crowd Counting	2018-11-26	Code
17	LSC-CNN	8.1	No	Locate, Size and Count: Accurately Resolving Peo...	2019-06-18	Code
18	SANet	8.4	No	-	-	Code
19	APGCC	8.7	No	Improving Point-based Crowd Counting and Localiz...	2024-05-17	Code
20	OrdinalEntropy	9.1	No	Improving Deep Regression with Ordinal Entropy	2023-01-21	Code
21	SAFECount	9.98	No	Few-shot Object Counting with Similarity-Aware F...	2022-01-22	Code
22	CSRNet	10.6	No	CSRNet: Dilated Convolutional Neural Networks fo...	2018-02-27	Code
23	ic-CNN	10.7	No	Iterative Crowd Counting	2018-07-26	-
24	IG-CNN	13.6	No	Divide and Grow: Capturing Huge Diversity in Cro...	2018-07-26	-
25	Liu et al.	13.7	No	Leveraging Unlabeled Data for Crowd Counting by ...	2018-03-08	Code
26	ACSCP	17.2	No	-	-	Code
27	D-ConvNet	18.7	No	-	-	Code
28	Cascaded-MTL	20	No	CNN-based Cascaded Multi-task Learning of High-l...	2017-07-30	Code
29	CP-CNN	20.1	No	Generating High-Quality Crowd Density Maps using...	2017-08-02	-
30	Switch-CNN	21.6	No	Switching Convolutional Neural Network for Crowd...	2017-08-01	Code
31	MCNN	26.4	No	-	-	Code
32	Zhang et al.	32	No	-	-	-