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PRIVACY-PRESERVING HUMAN ACTION RECOGNITION, STORAGE, AND RETRIEVAL VIA JOINT EDGE AND CLOUD COMPUTING

机译:通过边缘计算和云计算联合实现保护隐私的人类行为识别、存储和检索

摘要

Various embodiments of predicting human actions are disclosed. In one aspect, a human action prediction system first receives a sequence of video images including at least a first person. Next, for each image in the sequence of video image, the human action prediction system detects the first person in the video image; and subsequently extracts a skeleton figure of the detected first person from the detected image of the first person, wherein the skeleton figure is composed of a set of human keypoints of the detected first person. Next, human action prediction system combines a sequence of extracted skeleton figures of the detected first person from the sequence of video images to form a first skeleton sequence of the detected first person which depicts a continuous motion of the detected first person. The human action prediction system subsequently transmits the first skeleton sequence of the detected first person to a server, wherein transmitting the first skeleton sequence of the detected first person in place of the detected images of the first person to the server preserves the privacy of the detected first person
机译:公开了预测人类动作的各种实施例。在一个方面中,人类动作预测系统首先接收包括至少第一人的视频图像序列。接下来,对于视频图像序列中的每个图像,人类行为预测系统检测视频图像中的第一人;然后从检测到的第一人的图像中提取检测到的第一人的骨架图,其中骨架图由检测到的第一人的一组人体关键点组成。接下来,人类动作预测系统将从视频图像序列中提取的被检测第一人的骨架图形序列组合在一起,以形成描述被检测第一人的连续运动的被检测第一人的第一骨架序列。人体动作预测系统随后将检测到的第一人的第一骨架序列发送到服务器,其中将检测到的第一人的第一骨架序列代替检测到的第一人的图像发送到服务器保留了检测到的第一人的隐私

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