---
license: cc-by-nc-nd-4.0
task_categories:
- object-detection
- image-classification
tags:
- Computer Vision
- Smart City
- Machine Learning
- Keypoint Detection
- Security
- Crowd
- People tracking
size_categories:
- n<1K
---
# Crowd Dataset - 647 Photos
Dataset comprises **647** photos of dense crowds, containing between **1,000 to 13,000 people** per image. Each image includes detailed **keypoint annotations** for every individual, enabling advanced **data analysis** and **deep learning** applications in **crowd density estimation**, **object detection**, and **counting algorithms**. - **[Get the data](https://unidata.pro/datasets/people-detection-image/?utm_source=huggingface-sc&utm_medium=referral&utm_campaign=Crowd-Countin-Dataset)**
## Dataset characteristics:
| Characteristic               | Data                                                                 |
|------------------------------|----------------------------------------------------------------------|
| Description                  | Crowd photos with labeling for determining crowd density and movement, and counting the number of people |
| Data types                   | Image                                                               |
| Tasks                        | Crowd control, object detection, and computer vision                |
| Total number of photos       | 647                                                                 |
| Type of crowd density        | 0-1000, 1000-2000, 2000-3000, 3000-4000, 4000-5000                 |
| Labeling                     | Metadata (type of crowd density) and key points labeling            |
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## Dataset structure
- images - original images
- labels - images wirth keypoint annotations
- crowds_counting - metadata for the data

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## Similar Datasets:
1. [Real-Time Traffic Video Dataset](https://unidata.pro/datasets/real-time-traffic-and-environmental-video-dataset/?utm_source=huggingface-sc&utm_medium=referral&utm_campaign=Crowd-Countin-Dataset)
2. [Cars Object Tracking Dataset](https://unidata.pro/datasets/cars-object-tracking/?utm_source=huggingface-sc&utm_medium=referral&utm_campaign=Crowd-Countin-Dataset)
3. [Grocery Shelves Dataset](https://unidata.pro/datasets/grocery-shelves/?utm_source=huggingface-sc&utm_medium=referral&utm_campaign=Crowd-Countin-Dataset)

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