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EgoGesture: A New Dataset and Benchmark for Egocentric Hand Gesture Recognition

文献类型：期刊论文

作者Zhang, Yifan1,2; Cao, Congqi1,2; Cheng, Jian1,2; Lu, Hanqing1,2
刊名IEEE TRANSACTIONS ON MULTIMEDIA
出版日期2018-05-01
卷号20期号:5页码:1038-1050
关键词Benchmark Dataset Egocentric Vision Gesture Recognition First-person View
DOI10.1109/TMM.2018.2808769
文献子类Article
英文摘要Gesture is a natural interface in human-computer interaction, especially interacting with wearable devices, such as VR/AR helmet and glasses. However, in the gesture recognition community, it lacks of suitable datasets for developing egocentric (first-person view) gesture recognition methods, in particular in the deep learning era. In this paper, we introduce a new benchmark dataset named EgoGesture with sufficient size, variation, and reality to be able to train deep neural networks. This dataset contains more than 24 000 gesture samples and 3 000 000 frames for both color and depth modalities from 50 distinct subjects. We design 83 different static and dynamic gestures focused on interaction with wearable devices and collect them from six diverse indoor and outdoor scenes, respectively, with variation in background and illumination. We also consider the scenario when people perform gestures while they are walking. The performances of several representative approaches are systematically evaluated on two tasks: gesture classification in segmented data and gesture spotting and recognition in continuous data. Our empirical study also provides an in-depth analysis on input modality selection and domain adaptation between different scenes.
WOS关键词HUMAN-COMPUTER INTERACTION ; REAL-TIME
WOS研究方向Computer Science ; Telecommunications
语种英语
WOS记录号WOS:000430728400002
资助机构National Natural Science Foundation of China(61332016 ; Youth Innovation Promotion Association CAS ; 61572500)
源URL[http://ir.ia.ac.cn/handle/173211/20891]  
专题自动化研究所_模式识别国家重点实验室_图像与视频分析团队
作者单位1.Chinese Acad Sci, Natl Lab Pattern Recognit, Inst Automat, Beijing 100190, Peoples R China
2.Univ Chinese Acad Sci, Beijing 100190, Peoples R China
推荐引用方式
GB/T 7714		 Zhang, Yifan,Cao, Congqi,Cheng, Jian,et al. EgoGesture: A New Dataset and Benchmark for Egocentric Hand Gesture Recognition[J]. IEEE TRANSACTIONS ON MULTIMEDIA,2018,20(5):1038-1050.
APA Zhang, Yifan,Cao, Congqi,Cheng, Jian,&Lu, Hanqing.(2018).EgoGesture: A New Dataset and Benchmark for Egocentric Hand Gesture Recognition.IEEE TRANSACTIONS ON MULTIMEDIA,20(5),1038-1050.
MLA Zhang, Yifan,et al."EgoGesture: A New Dataset and Benchmark for Egocentric Hand Gesture Recognition".IEEE TRANSACTIONS ON MULTIMEDIA 20.5(2018):1038-1050.

入库方式： OAI收割

来源：自动化研究所

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