HPDmobile H1 Image Zone Labels

Contains files for each hub and day with binary zone based occupancy, indicating if a human is present in the image (1) or not (0). These were automatically generated with the yoloV5 object detection algorithm (https://github.com/ultralytics/yolov5), and a subset was manually verified by a human. Overall for the home, the probability of an image labeled as occupied actually containing a human is 85%, and the probability of an image labeled as vacant not containing a person is 98%, based on the validated samples. Individual probabilities by hub vary from the whole house level, and can be found in the meta data file.

本数据集包含针对每个监控枢纽（hub）与每日的基于区域的二进制占用标记文件，用于指示图像中是否存在人类：标记为1表示存在人类，标记为0表示不存在人类。上述标记均通过YOLOv5目标检测算法（https://github.com/ultralytics/yolov5）自动生成，并由人工对部分子集进行了手动校验。基于校验后的样本，在全屋场景下，被标记为"占用（有人）"的图像实际包含人类的概率为85%，被标记为"空置（无人）"的图像实际无人类的概率为98%。各监控枢纽的单独概率与全屋整体概率存在差异，相关数据可在元数据（meta data）文件中查阅。