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Dataset Card for OpenThermalPose and OpenThermalPose2

Summary

This repository contains two open-source annotated thermal human pose datasets, OpenThermalPose and its extension OpenThermalPose2, along with pre-trained YOLOv8-pose and YOLOv11-pose models. OpenThermalPose provides 6,090 images of 31 subjects and 14,315 annotated human instances, while OpenThermalPose2 significantly expands this with 11,391 images of 170 subjects and 21,125 annotated instances. Annotations include bounding boxes and 17 keypoints, consistent with the MS COCO Keypoint dataset. The datasets depict various activities including fitness exercises, multiple-person interactions, outdoor walking, and indoor sitting, under diverse weather and lighting conditions. Pre-trained models are provided for YOLOv8-pose and YOLOv11-pose (nano, small, medium, large, and x-large versions).

Dataset Information

Dataset # Images # Subjects # Annotated Instances Description
OpenThermalPose 6,090 31 14,315 Fitness exercises, multiple-person activities, outdoor walking under various weather conditions.
OpenThermalPose2 11,391 170 21,125 Extends OpenThermalPose with more data, subjects, and poses; includes indoor sitting scenarios.

Citations

OpenThermalPose:

@INPROCEEDINGS{10581992,
  author={Kuzdeuov, Askat and Taratynova, Darya and Tleuliyev, Alim and Varol, Huseyin Atakan},
  booktitle={2024 IEEE 18th International Conference on Automatic Face and Gesture Recognition (FG)}, 
  title={OpenThermalPose: An Open-Source Annotated Thermal Human Pose Dataset and Initial YOLOv8-Pose Baselines}, 
  year={2024},
  volume={},
  number={},
  pages={1-8},
  keywords={Privacy;Annotations;Source coding;Pose estimation;Lighting;Medical services;Motion capture},
  doi={10.1109/FG59268.2024.10581992}}

OpenThermalPose2:

@misc{kuzdeuov2024openthermalpose2,
  title={OpenThermalPose2: Extending the Open-Source Annotated Thermal Human Pose Dataset With More Data, Subjects, and Poses},
  author={Kuzdeuov, Askat and Zakaryanov, Miras and Tleuliyev, Alim and Varol, Huseyin Atakan},
  year={2024},
  publisher={TechRxiv},
  doi={10.36227/techrxiv.172926774.47783447/v1}
}

References

  1. Ultralytics
  2. Ultralytics Pose Documentation

GitHub Repository

https://github.com/IS2AI/OpenThermalPose

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