Human3.6M: Large Scale Datasets and Predictive Methods for 3D Human Sensing in Natural Environments

We introduce a new dataset, Human3.6M, of 3.6 Million accurate 3D Human poses, acquired by recording the performance of 5 female and 6 male subjects, under 4 different viewpoints, for training realistic human sensing systems and for evaluating the next generation of human pose estimation models and...

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Bibliographic Details
Published in:	IEEE transactions on pattern analysis and machine intelligence Vol. 36; no. 7; pp. 1325 - 1339
Main Authors:	Ionescu, Catalin, Papava, Dragos, Olaru, Vlad, Sminchisescu, Cristian
Format:	Journal Article
Language:	English
Published:	Los Alamitos, CA IEEE 01.07.2014 IEEE Computer Society The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subjects:	Algorithms Applied sciences Artificial intelligence Biometry - methods Cameras Computer science; control theory; systems Computer systems and distributed systems. User interface Databases, Factual Ecosystem Estimation Exact sciences and technology Humans Image Enhancement - methods Image Interpretation, Computer-Assisted - methods Imaging, Three-Dimensional - methods Information Storage and Retrieval - methods Information systems. Data bases Joints Learning and adaptive systems Matematik Mathematical Sciences Memory organisation. Data processing Modeling and recovery of physical attributes Motion Natural Sciences Naturvetenskap Pattern Recognition, Automated - methods Pattern recognition. Digital image processing. Computational geometry Photography - methods Posture Reproducibility of Results Sensitivity and Specificity Sensors Software Solid modeling Subtraction Technique Three-dimensional displays Training Whole Body Imaging - methods large-scale learning structured prediction articulated body modeling optimization human motion capture data 3D human pose estimation Fourier kernel approximations Occlusion Very large databases Modeling Optimization Posture Natural environment Scientific research Classification Internal structure Data structure Learning algorithm Computer vision Statistical analysis Motion estimation Viewing angle Computer animation Augmented reality Educational software program Human activity Time of flight method Mixed reality Data visualization Body movement Large scale Occultation Structural analysis
ISSN:	0162-8828, 1939-3539, 2160-9292, 1939-3539
Online Access:	Get full text
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