EgoGesture: A New Dataset and Benchmark for Egocentric Hand Gesture Recognition
Zhang, Yifan1,2; Cao, Congqi1,2; Cheng, Jian1,2; Lu, Hanqing1,2
2018-05-01
发表期刊IEEE TRANSACTIONS ON MULTIMEDIA
卷号20期号:5页码:1038-1050
文章类型Article
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.
关键词Benchmark Dataset Egocentric Vision Gesture Recognition First-person View
WOS标题词Science & Technology ; Technology
DOI10.1109/TMM.2018.2808769
关键词[WOS]HUMAN-COMPUTER INTERACTION ; REAL-TIME
收录类别SCI
语种英语
项目资助者National Natural Science Foundation of China(61332016 ; Youth Innovation Promotion Association CAS ; 61572500)
WOS研究方向Computer Science ; Telecommunications
WOS类目Computer Science, Information Systems ; Computer Science, Software Engineering ; Telecommunications
WOS记录号WOS:000430728400002
引用统计
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/20891
专题模式识别国家重点实验室_图像与视频分析
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
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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.
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