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+# TFW: Annotated Thermal Faces in the Wild Dataset
+
+## Dataset Summary
+
+The TFW dataset comprises thermal images captured in three distinct environments: controlled indoor (c-indoor), semi-controlled indoor (s-indoor), and uncontrolled outdoor (u-outdoor).  The c-indoor subset utilizes images from the SpeakingFaces dataset.  The s-indoor and u-outdoor subsets were collected using a FLIR T540 thermal camera (464x348 pixels, 7.5–14 μm wave-band, 24° field of view, iron color palette).  Each image is annotated with face bounding boxes and five facial landmarks (centers of both eyes, tip of nose, outer corners of mouth).
+
+## Dataset Structure
+
+The dataset is organized into three environment subsets:
+
+* **c-indoor:** 142 subjects, 5,112 images, 5,112 labeled faces, visual pairs available.
+* **s-indoor:** 9 subjects, 780 images, 1,748 labeled faces, visual pairs available.
+* **u-outdoor:** 15 subjects, 4,090 images, 9,649 labeled faces, visual pairs not available.
+
+A combined subset includes all environments.
+
+
+## Data Examples
+
+[Example image showing annotations](https://github.com/IS2AI/TFW/blob/main/figures/example.png)
+
+## Dataset Download
+
+The dataset can be downloaded from [Google Drive](https://drive.google.com/file/d/1q8jfnDdCe3e-YOnoL5PIpSlkt0vamPMV/view?usp=sharing) or via a request to [this link](https://issai.nu.edu.kz/tfw-annotated-thermal-faces-in-the-wild-dataset/).
+
+
+## Pre-trained Models
+
+Pre-trained YOLOv5 and YOLO5Face thermal face detection models are available for download.  Details on the models can be found on [Google Drive](https://drive.google.com/drive/folders/10ToqjavIlk5bj63zV4xgibE1L-jTEzxN?usp=sharing) (YOLOv5) and [Google Drive](https://drive.google.com/drive/folders/12ub57wP1hZ4tL2WH7TrUpmbvXXIdi3NU?usp=sharing) (YOLO5Face). Example results are shown below.
+
+[Example image showing YOLOv5 detection results](https://github.com/IS2AI/TFW/blob/main/figures/yolov5.png)
+
+[Example image showing YOLO5Face detection results](https://github.com/IS2AI/TFW/blob/main/figures/yolov5_face.png)
+
+[Demo GIF](https://github.com/IS2AI/TFW/blob/main/figures/demo.gif)
+
+
+## Contact
+
+For any questions or issues, please contact the dataset creators.  Further information can be found in the associated paper.