license: cc-by-nc-nd-4.0 | |
task_categories: | |
- image-classification | |
language: | |
- en | |
tags: | |
- code | |
- finance | |
dataset_info: | |
features: | |
- name: image_id | |
dtype: uint32 | |
- name: image | |
dtype: image | |
- name: mask | |
dtype: image | |
- name: shapes | |
dtype: string | |
splits: | |
- name: train | |
num_bytes: 142645152 | |
num_examples: 29 | |
download_size: 137240523 | |
dataset_size: 142645152 | |
# Pose Estimation | |
The dataset is primarly intended to dentify and predict the positions of major joints of a human body in an image. It consists of people's photographs with body part labeled with keypoints. | |
# Get the Dataset | |
This is just an example of the data. If you need access to the entire dataset, contact us via **[sales@trainingdata.pro](mailto:sales@trainingdata.pro)** or leave a request on **[https://trainingdata.pro/data-market](https://trainingdata.pro/data-market?utm_source=huggingface)** | |
![](https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F12421376%2F31b38dee8dc63c581004afcf82136116%2F12.jpg?generation=1684357817470094&alt=media) | |
# Data Format | |
Each image from `EP` folder is accompanied by an XML-annotation in the `annotations.xml` file indicating the coordinates of the key points. For each point, the x and y coordinates are provided, and there is a `Presumed_Location` attribute, indicating whether the point is presumed or accurately defined. | |
# Example of XML file structure | |
![](https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F12421376%2Fc8b7cc938539368c9ec03dd01a26724c%2Fcarbon%20(1).png?generation=1684358333663868&alt=media) | |
# Labeled body parts | |
Each keypoint is ordered and corresponds to the concrete part of the body: | |
0. **Nose** | |
1. **Neck** | |
2. **Right shoulder** | |
3. **Right elbow** | |
4. **Right wrist** | |
5. **Left shoulder** | |
6. **Left elbow** | |
7. **Left wrist** | |
8. **Right hip** | |
9. **Right knee** | |
10. **Right foot** | |
11. **Left hip** | |
12. **Left knee** | |
13. **Left foot** | |
14. **Right eye** | |
15. **Left eye** | |
16. **Right ear** | |
17. **Left ear** | |
# Keypoint annotation is made in accordance with your requirements. | |
## **[TrainingData](https://trainingdata.pro/data-market?utm_source=huggingface)** provides high-quality data annotation tailored to your needs | |
More datasets in TrainingData's Kaggle account: **https://www.kaggle.com/trainingdatapro/datasets** | |
TrainingData's GitHub: **https://github.com/trainingdata-pro** |