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THU-HRIA dataset(Human-Robot Interactive Action Dataset From The Perspective Of Service Robot)

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ieee-dataport.org2025-01-21 收录
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https://ieee-dataport.org/documents/thu-hria-datasethuman-robot-interactive-action-dataset-perspective-service-robot
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Most of the existing human action datasets are common human actions in daily scenes(e.g. NTU RGB+D series, Kinetics series), not created for Human-Robot Interaction(HRI), and most of them are not collected based on the perspective of the service robot, which can not meet the needs of vision-based interactive action recognition. This dataset is named as “Human-Robot Interactive Action Dataset From The Perspective Of Service Robot (THU-HRIA dataset) “ ,which is created for indoor service robot action interaction, collected by Tsinghua University. THU-HRIA Dataset uses a kinectV2 as multimodal sensor data collector, which can collect RGB, infrared, depth, bodypoints and other forms of data. In terms of specific content, the THU-HRIA dataset includes 8 common actions in both daily restaurant scene and robot interactive scene, totally 576 action samples. The eight action classes are: 1- waving ; 2- calling gesture; 3- beckoning; 4- stepping back; 5-eating; 6- pass by; 7-fall; 8:using phone. For each action, we set different specifications like distance, situation and repetition. Please see the description for more details.

现存的大多数人类行为数据集均为日常场景中的常见人类行为(例如,NTU RGB+D系列,Kinetics系列),并非专为人类-机器人交互(HRI)设计,且大多数并非基于服务机器人的视角进行收集,因此无法满足基于视觉的交互动作识别的需求。本数据集命名为“基于服务机器人视角的人类-机器人交互动作数据集(THU-HRIA数据集)”,旨在满足室内服务机器人动作交互的需求,由清华大学收集而成。THU-HRIA数据集采用kinectV2作为多模态传感器数据采集器,能够收集RGB、红外、深度、身体点等类型的数据。就具体内容而言,THU-HRIA数据集包含了日常餐厅场景和机器人交互场景中的8种常见动作,共计576个动作样本。这8种动作类别分别为:1-挥手;2-召唤手势;3-招手;4-后退;5-进食;6-路过;7-跌倒;8-使用电话。对于每一种动作,我们设定了不同的规格,如距离、情境和重复次数。更详细的描述请参阅相关说明。
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