Crowds on ShanghaiTech A

Metric: MAE (lower is better)

LeaderboardDataset

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Results

#	Model↕	MAE▲	Extra Data	Paper	Date↕	Code
1	EBC-ZIP-B	47.81	No	EBC-ZIP: Improving Blockwise Crowd Counting with...	2025-06-24	Code
2	APGCC	48.8	No	Improving Point-based Crowd Counting and Localiz...	2024-05-17	Code
3	PSL-Net	49.9	No	-	-	-
4	FGENet	51.66	No	FGENet: Fine-Grained Extraction Network for Cong...	2024-01-02	-
5	VMambaCC	51.87	No	VMambaCC: A Visual State Space Model for Crowd C...	2024-05-07	-
6	CLIP-EBC (ViT-B/16)	52.5	No	CLIP-EBC: CLIP Can Count Accurately through Enha...	2024-03-14	Code
7	P2PNet	52.74	No	Rethinking Counting and Localization in Crowds:A...	2021-07-27	Code
8	CLIP-EBC (ResNet50)	54	No	CLIP-EBC: CLIP Can Count Accurately through Enha...	2024-03-14	Code
9	GauNet (ResNet-50)	54.8	No	Rethinking Spatial Invariance of Convolutional N...	2022-06-10	Code
10	LoViTCrowd	54.8	No	-	-	Code
11	M-SFANet+M-SegNet	57.55	No	Encoder-Decoder Based Convolutional Neural Netwo...	2020-03-12	Code
12	SGANet + CL	57.6	No	Crowd Counting via Segmentation Guided Attention...	2019-11-18	Code
13	SGANet	58	No	Crowd Counting via Segmentation Guided Attention...	2019-11-18	Code
14	S-DCNet	58.3	No	From Open Set to Closed Set: Counting Objects by...	2019-08-15	Code
15	SPANet	59.4	No	Learning Spatial Awareness to Improve Crowd Coun...	2019-09-16	-
16	DM-Count	59.7	No	Distribution Matching for Crowd Counting	2020-09-28	Code
17	FusionCount	62.2	No	FusionCount: Efficient Crowd Counting via Multis...	2022-02-28	Code
18	DMCount-EBC	62.3	No	CLIP-EBC: CLIP Can Count Accurately through Enha...	2024-03-14	Code
19	CAN	62.3	No	Context-Aware Crowd Counting	2018-11-26	Code
20	OrdinalEntropy	65.6	No	Improving Deep Regression with Ordinal Entropy	2023-01-21	Code
21	CSRNet-EBC	66.3	No	CLIP-EBC: CLIP Can Count Accurately through Enha...	2024-03-14	Code
22	LSC-CNN	66.4	No	Locate, Size and Count: Accurately Resolving Peo...	2019-06-18	Code
23	SANet	67	No	-	-	Code
24	CSRNet	68.2	No	CSRNet: Dilated Convolutional Neural Networks fo...	2018-02-27	Code
25	ic-CNN	68.5	No	Iterative Crowd Counting	2018-07-26	-
26	IG-CNN	72.5	No	Divide and Grow: Capturing Huge Diversity in Cro...	2018-07-26	-
27	D-ConvNet	73.5	No	-	-	Code
28	CP-CNN	73.6	No	Generating High-Quality Crowd Density Maps using...	2017-08-02	-
29	Liu et al.	73.6	No	Leveraging Unlabeled Data for Crowd Counting by ...	2018-03-08	Code
30	SAFECount	73.7	No	Few-shot Object Counting with Similarity-Aware F...	2022-01-22	Code
31	ACSCP	75.7	No	-	-	Code
32	Switch-CNN	90.4	No	Switching Convolutional Neural Network for Crowd...	2017-08-01	Code
33	Cascaded-MTL	101.3	No	CNN-based Cascaded Multi-task Learning of High-l...	2017-07-30	Code
34	MCNN	110.2	No	-	-	Code
35	Zhang et al.	181.8	No	-	-	-