Datasets
Standard Dataset
ShanghaiTechRGBD
- Citation Author(s):
- Submitted by:
- Mu Baoyang
- Last updated:
- Tue, 01/21/2025 - 05:09
- DOI:
- 10.21227/c7hk-2020
- License:
34 Views- Categories:
- Keywords:
Abstract
ShanghaiTechRGBD is a large-scale RGB-D crowd counting dataset including 2,293 pairs of RGB-D images, which were annotated with the heads of 144,512 pedestrians. In addition, to facilitate the verification of the algorithm, the dataset is divided into training and testing sets, which contain 1,193 pairs of images and 1,000 pairs of images, respectively. This dataset is derived from the following paper: 1. Locating_and_Counting_Heads_in_Crowds_With_a_Depth_Prior. 2. Density map regression guided detection network for rgb-d crowd counting and localization. To use this dataset, please cite:D. Lian, J. Li, J. Zheng, W. Luo, and S. Gao, “Density map regression guided detection network for rgb-d crowd counting and localization,”in Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2019, pp. 1821–1830. D. Lian, X. Chen, J. Li, W. Luo and S. Gao, "Locating and Counting Heads in Crowds With a Depth Prior," in IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 44, no. 12, pp. 9056-9072, 1 Dec. 2022,
ShanghaiTechRGBD is a large-scale RGB-D crowd counting dataset including 2,293 pairs of RGB-D images, which were annotated with the heads of 144,512 pedestrians. In addition, to facilitate the verification of the algorithm, the dataset is divided into training and testing sets, which contain 1,193 pairs of images and 1,000 pairs of images, respectively. This dataset is derived from the following paper: 1. Locating_and_Counting_Heads_in_Crowds_With_a_Depth_Prior. 2. Density map regression guided detection network for rgb-d crowd counting and localization. To use this dataset, please cite:D. Lian, J. Li, J. Zheng, W. Luo, and S. Gao, “Density map regression guided detection network for rgb-d crowd counting and localization,”in Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2019, pp. 1821–1830. D. Lian, X. Chen, J. Li, W. Luo and S. Gao, "Locating and Counting Heads in Crowds With a Depth Prior," in IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 44, no. 12, pp. 9056-9072, 1 Dec. 2022,
Documentation
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Comments
This dataset is used for RGB-D/T crowd counting studies