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

doi:10.1109/TMM.2018.2808769

CORC > 自动化研究所 > 中国科学院自动化研究所 > 模式识别国家重点实验室 > 图像与视频分析团队

	EgoGesture: A New Dataset and Benchmark for Egocentric Hand Gesture Recognition
	Zhang, Yifan1,2 ; Cao, Congqi1,2 ; Cheng, Jian1,2 ; Lu, Hanqing1,2
刊名	IEEE TRANSACTIONS ON MULTIMEDIA
	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
DOI	10.1109/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)
内容类型	期刊论文
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.