메뉴 건너뛰기




Volumn 38, Issue 1, 2016, Pages 14-29

Anticipating Human Activities Using Object Affordances for Reactive Robotic Response

Author keywords

3D Activity Understanding; Human Activity Anticipation; Machine Learning; RGBD Data; Robotics Perception

Indexed keywords

ARTIFICIAL INTELLIGENCE; LEARNING SYSTEMS; ROBOTICS;

EID: 84961588783     PISSN: 01628828     EISSN: None     Source Type: Journal    
DOI: 10.1109/TPAMI.2015.2430335     Document Type: Article
Times cited : (576)

References (83)
  • 4
    • 83755173053 scopus 로고    scopus 로고
    • Activity recognition based on wearable sensors using selection/fusion hybrid ensemble
    • J.-K. Min and S.-B. Cho, "Activity recognition based on wearable sensors using selection/fusion hybrid ensemble," in Proc. IEEE Int. Conf. Syst. Man, Cybern., 2011, pp. 1319-1324.
    • (2011) Proc. IEEE Int. Conf. Syst. Man, Cybern , pp. 1319-1324
    • Min, J.-K.1    Cho, S.-B.2
  • 5
    • 84880311243 scopus 로고    scopus 로고
    • Learning human activities and object affordances from RGB-D videos
    • H. S. Koppula, R. Gupta, and A. Saxena, "Learning human activities and object affordances from RGB-D videos," Int. J. Robot. Res., vol. 32, pp. 951-970, 2013.
    • (2013) Int. J. Robot. Res. , vol.32 , pp. 951-970
    • Koppula, H.S.1    Gupta, R.2    Saxena, A.3
  • 7
    • 84863061964 scopus 로고    scopus 로고
    • RGBD-HuDaAct: A color-depth video database for human daily activity recognition
    • B. Ni, G. Wang, and P. Moulin, "RGBD-HuDaAct: A color-depth video database for human daily activity recognition," in Proc. IEEE Int. Conf. Comput. Vis. Workshop, 2011, pp. 1147-1153.
    • (2011) Proc. IEEE Int. Conf. Comput. Vis. Workshop , pp. 1147-1153
    • Ni, B.1    Wang, G.2    Moulin, P.3
  • 8
    • 84866893070 scopus 로고    scopus 로고
    • The rise of the robot worker
    • Oct
    • E. Guizzo and E. Ackerman, "The rise of the robot worker," IEEE Spectr., vol. 49, no. 10, pp. 34-41, Oct. 2012.
    • (2012) IEEE Spectr. , vol.49 , Issue.10 , pp. 34-41
    • Guizzo, E.1    Ackerman, E.2
  • 9
    • 84875722972 scopus 로고    scopus 로고
    • Human-robot cross-training: Computational formulation, modeling and evaluation of a human team training strategy
    • S. Nikolaidis and J. Shah, "Human-robot cross-training: Computational formulation, modeling and evaluation of a human team training strategy," in Proc. IEEE 8th Int. Conf. Human-Robot Interact., 2013, pp. 33-40.
    • (2013) Proc. IEEE 8th Int. Conf. Human-Robot Interact , pp. 33-40
    • Nikolaidis, S.1    Shah, J.2
  • 11
    • 80052880806 scopus 로고    scopus 로고
    • Action recognition from a distributed representation of pose and appearance
    • S. Maji, L. Bourdev, and J. Malik, "Action recognition from a distributed representation of pose and appearance," in Proc. IEEE Conf. Comput. Vis. Pattern Recog., 2011, pp. 3177-3184.
    • (2011) Proc. IEEE Conf. Comput. Vis. Pattern Recog , pp. 3177-3184
    • Maji, S.1    Bourdev, L.2    Malik, J.3
  • 14
    • 78149353400 scopus 로고    scopus 로고
    • Modeling temporal structure of decomposable motion segments for activity classification
    • J. Niebles, C. Chen, and L. Fei-fei, "Modeling temporal structure of decomposable motion segments for activity classification," in Proc. Eur. Conf. Comput. Vis., 2010, pp. 392-405.
    • (2010) Proc. Eur. Conf. Comput. Vis , pp. 392-405
    • Niebles, J.1    Chen, C.2    Fei-Fei, L.3
  • 16
    • 34948883502 scopus 로고    scopus 로고
    • Leveraging temporal, contextual and ordering constraints for recognizing complex activities in video
    • B. Laxton, L. Jongwoo, and D. Kriegman, "Leveraging temporal, contextual and ordering constraints for recognizing complex activities in video," in Proc. IEEE Conf. Comput. Vis. Pattern Recog., 2007, pp. 1-8.
    • (2007) Proc. IEEE Conf. Comput. Vis. Pattern Recog , pp. 1-8
    • Laxton, B.1    Jongwoo, L.2    Kriegman, D.3
  • 17
    • 70450173435 scopus 로고    scopus 로고
    • Histograms of oriented optical flow and binet-cauchy kernels on nonlinear dynamical systems for the recognition of human actions
    • R. Chaudhry, A. Ravichandran, G. Hager, and R. Vidal, "Histograms of oriented optical flow and binet-cauchy kernels on nonlinear dynamical systems for the recognition of human actions," in Proc. IEEE Conf. Comput. Vis. Pattern Recog., 2009, pp. 1932-1939.
    • (2009) Proc. IEEE Conf. Comput. Vis. Pattern Recog , pp. 1932-1939
    • Chaudhry, R.1    Ravichandran, A.2    Hager, G.3    Vidal, R.4
  • 19
  • 21
    • 84867865719 scopus 로고    scopus 로고
    • Attribute learning for understanding unstructured social activity
    • Y. Fu, T. M. Hospedales, T. Xiang, and S. Gong, "Attribute learning for understanding unstructured social activity," in Proc. Eur. Conf. Comput. Vis., 2012, pp. 530-543.
    • (2012) Proc. Eur. Conf. Comput. Vis , pp. 530-543
    • Fu, Y.1    Hospedales, T.M.2    Xiang, T.3    Gong, S.4
  • 22
    • 84856688144 scopus 로고    scopus 로고
    • Human activity prediction: Early recognition of ongoing activities from streaming videos
    • M. Ryoo, "Human activity prediction: Early recognition of ongoing activities from streaming videos," in Proc. Int. Conf. Comput. Vis., 2011, pp. 1036-1043.
    • (2011) Proc. Int. Conf. Comput. Vis , pp. 1036-1043
    • Ryoo, M.1
  • 24
    • 79955649703 scopus 로고    scopus 로고
    • Human activity analysis: A review
    • J. K. Aggarwal and M. S. Ryoo, "Human activity analysis: A review," ACM Comput. Surveys, vol. 43, no. 3, article 16, 2011.
    • (2011) ACM Comput. Surveys , vol.43 , Issue.3
    • Aggarwal, J.K.1    Ryoo, M.S.2
  • 26
    • 69549121743 scopus 로고    scopus 로고
    • Observing humanobject interactions: Using spatial and functional compatibility for recognition
    • Oct
    • A. Gupta, A. Kembhavi, and L. S. Davis, "Observing humanobject interactions: Using spatial and functional compatibility for recognition," IEEE Trans. Pattern Analysis Mach. Intell., vol. 31, no. 10, pp. 1775-1789, Oct. 2009.
    • (2009) IEEE Trans. Pattern Analysis Mach. Intell , vol.31 , Issue.10 , pp. 1775-1789
    • Gupta, A.1    Kembhavi, A.2    Davis, L.S.3
  • 27
    • 77955988492 scopus 로고    scopus 로고
    • Modeling mutual context of object and human pose in human-object interaction activities
    • B. Yao and L. Fei-Fei, "Modeling mutual context of object and human pose in human-object interaction activities," in Proc. IEEE Conf. Comput. Vis. Pattern Recog., 2010, pp. 17-24.
    • (2010) Proc. IEEE Conf. Comput. Vis. Pattern Recog , pp. 17-24
    • Yao, B.1    Fei-Fei, L.2
  • 28
    • 84867125147 scopus 로고    scopus 로고
    • Learning object arrangements in 3d scenes using human context
    • Y. Jiang, M. Lim, and A. Saxena, "Learning object arrangements in 3d scenes using human context," in Proc. 29th Int. Conf. Mach. Learn., 2012, pp. 1543-1550.
    • (2012) Proc. 29th Int. Conf. Mach. Learn , pp. 1543-1550
    • Jiang, Y.1    Lim, M.2    Saxena, A.3
  • 29
    • 56749176261 scopus 로고    scopus 로고
    • Event modeling and recognition using Markov logic networks
    • S. Tran and L. S. Davis, "Event modeling and recognition using Markov logic networks," in Proc. 10th Eur. Conf. Comput. Vis., 2008, pp. 610-623.
    • (2008) Proc. 10th Eur. Conf. Comput. Vis , pp. 610-623
    • Tran, S.1    Davis, L.S.2
  • 34
    • 84455207544 scopus 로고    scopus 로고
    • 4-dimensional local spatio-temporal features for human activity recognition
    • H. Zhang and L. E. Parker, "4-dimensional local spatio-temporal features for human activity recognition," in Proc. Int. Conf. Intell. Robot Syst., 2011, pp. 2044-2049.
    • (2011) Proc. Int. Conf. Intell. Robot Syst , pp. 2044-2049
    • Zhang, H.1    Parker, L.E.2
  • 36
  • 38
    • 77953182042 scopus 로고    scopus 로고
    • Weakly supervised discriminative localization and classification: A joint learning process
    • M. H. Nguyen, L. Torresani, F. De la Torre, and C. Rother, "Weakly supervised discriminative localization and classification: A joint learning process," in Proc. Int. Conf. Comput. Vis., 2009, pp. 1925-1932.
    • (2009) Proc. Int. Conf. Comput. Vis , pp. 1925-1932
    • Nguyen, M.H.1    Torresani, L.2    De La Torre, F.3    Rother, C.4
  • 40
    • 34547991011 scopus 로고    scopus 로고
    • Modeling changing dependency structure in multivariate time series
    • X. Xuan and K. Murphy, "Modeling changing dependency structure in multivariate time series," in Proc. Int. Conf. Mach Learn., 2007, pp. 1055-1062.
    • (2007) Proc. Int. Conf. Mach Learn , pp. 1055-1062
    • Xuan, X.1    Murphy, K.2
  • 42
    • 39749137487 scopus 로고    scopus 로고
    • Learning and inferring motion patterns using parametric segmental switching linear dynamic systems
    • S. Oh, J. Rehg, T. Balch, and F. Dellaert, "Learning and inferring motion patterns using parametric segmental switching linear dynamic systems," Int. J. Comput. Vis., vol. 77, pp. 103-124, 2008.
    • (2008) Int. J. Comput. Vis. , vol.77 , pp. 103-124
    • Oh, S.1    Rehg, J.2    Balch, T.3    Dellaert, F.4
  • 53
    • 0345414187 scopus 로고    scopus 로고
    • Large-scale event detection using semi-hidden Markov models
    • S. Hongeng and R. Nevatia, "Large-scale event detection using semi-hidden Markov models," in Proc. Int. Conf. Comput. Vis., 2003, pp. 1455-1462.
    • (2003) Proc. Int. Conf. Comput. Vis , pp. 1455-1462
    • Hongeng, S.1    Nevatia, R.2
  • 55
    • 0344983339 scopus 로고    scopus 로고
    • Recognition of group activities using dynamic probabilistic networks
    • S. Gong and T. Xiang, "Recognition of group activities using dynamic probabilistic networks," in Proc. Int. Conf. Comput. Vis., 2003, pp. 742-749.
    • (2003) Proc. Int. Conf. Comput. Vis , pp. 742-749
    • Gong, S.1    Xiang, T.2
  • 58
    • 34047192804 scopus 로고    scopus 로고
    • Semi-Markov conditional random fields for information extraction
    • S. Sarawagi and W. W. Cohen, "Semi-Markov conditional random fields for information extraction," in Proc. Neural Inform. Process. Syst., 2004, pp. 1185-1192.
    • (2004) Proc. Neural Inform. Process. Syst , pp. 1185-1192
    • Sarawagi, S.1    Cohen, W.W.2
  • 59
    • 79953179659 scopus 로고    scopus 로고
    • Human action segmentation and recognition using discriminative semi-Markov models
    • Q. Shi, L. Wang, L. Cheng, and A. Smola, "Human action segmentation and recognition using discriminative semi-Markov models," Int. J. Comput. Vis., vol. 93, pp. 22-32, 2011.
    • (2011) Int. J. Comput. Vis. , vol.93 , pp. 22-32
    • Shi, Q.1    Wang, L.2    Cheng, L.3    Smola, A.4
  • 60
    • 28044451749 scopus 로고    scopus 로고
    • MCMC-based particle filtering for tracking a variable number of interacting targets
    • Nov
    • Z. Khan, T. Balch, and F. Dellaert, "MCMC-based particle filtering for tracking a variable number of interacting targets," IEEE Trans. Pattern Analysis Mach. Intell., vol. 27, no. 11, pp. 1805-1819, Nov. 2005.
    • (2005) IEEE Trans. Pattern Analysis Mach. Intell , vol.27 , Issue.11 , pp. 1805-1819
    • Khan, Z.1    Balch, T.2    Dellaert, F.3
  • 61
    • 70450199302 scopus 로고    scopus 로고
    • Discriminatively trained particle filters for complex multi-object tracking
    • R. Hess and A. Fern, "Discriminatively trained particle filters for complex multi-object tracking," in Proc. IEEE Conf. Comput. Vis. Pattern Recog., 2009, pp. 240-247.
    • (2009) Proc. IEEE Conf. Comput. Vis. Pattern Recog , pp. 240-247
    • Hess, R.1    Fern, A.2
  • 64
    • 84880830966 scopus 로고    scopus 로고
    • People tracking with anonymous and ID-sensors using Rao-Blackwellised particle filters
    • D. Schulz, D. Fox, and J. Hightower, "People tracking with anonymous and ID-sensors using Rao-Blackwellised particle filters," in Proc. Int. Joint Conf. Artif. Intell., 2003, pp. 921-926.
    • (2003) Proc. Int. Joint Conf. Artif. Intell , pp. 921-926
    • Schulz, D.1    Fox, D.2    Hightower, J.3
  • 68
    • 84961578782 scopus 로고    scopus 로고
    • Openni
    • Openni [Online]. Available: https://github.com/OpenNI/ OpenNI, 2012.
    • (2012)
  • 69
    • 0036055653 scopus 로고    scopus 로고
    • Conditional particle filters for simultaneous mobile robot localization and peopletracking
    • M. Montemerlo, S. Thrun, and W. Whittaker, "Conditional particle filters for simultaneous mobile robot localization and peopletracking," in Proc. Int. Conf. Robot. Autom., 2002, pp. 695-701.
    • (2002) Proc. Int. Conf. Robot. Autom , pp. 695-701
    • Montemerlo, M.1    Thrun, S.2    Whittaker, W.3
  • 70
    • 78751574174 scopus 로고    scopus 로고
    • Visual object-action recognition: Inferring object affordances from human demonstration
    • H. Kjellstrom, J. Romero, and D. Kragic, "Visual object-action recognition: Inferring object affordances from human demonstration," Comput. Vis. Image Understanding, vol. 115, no. 1, pp. 81-90, 2011.
    • (2011) Comput. Vis. Image Understanding , vol.115 , Issue.1 , pp. 81-90
    • Kjellstrom, H.1    Romero, J.2    Kragic, D.3
  • 71
    • 77949346006 scopus 로고    scopus 로고
    • Learning visual object categories for robot affordance prediction
    • J. Sun, J. L. Moore, A. Bobick, and J. M. Rehg, "Learning visual object categories for robot affordance prediction," Int. J. Robotic Res., vol. 29, pp. 174-197, 2009.
    • (2009) Int. J. Robotic Res. , vol.29 , pp. 174-197
    • Sun, J.1    Moore, J.L.2    Bobick, A.3    Rehg, J.M.4
  • 77
    • 34848833962 scopus 로고    scopus 로고
    • Modelling three-dimensional trajectories by using Bezier curves with application to hand motion
    • J. J. Faraway, M. P. Reed, and J. Wang, "Modelling three-dimensional trajectories by using Bezier curves with application to hand motion," JRSS Ser. C, vol. 56, pp. 571-585, 2007.
    • (2007) JRSS Ser. C , vol.56 , pp. 571-585
    • Faraway, J.J.1    Reed, M.P.2    Wang, J.3
  • 80
    • 0021376406 scopus 로고
    • Roof duality, complementation and persistency in quadratic 0-1 optimization
    • P. Hammer, P. Hansen, and B. Simeone, "Roof duality, complementation and persistency in quadratic 0-1 optimization," Math. Prog., vol. 28, no. 2, pp. 121-155, 1984.
    • (1984) Math. Prog. , vol.28 , Issue.2 , pp. 121-155
    • Hammer, P.1    Hansen, P.2    Simeone, B.3
  • 81
    • 9644254228 scopus 로고    scopus 로고
    • Efficient graph-based image segmentation
    • P. F. Felzenszwalb and D. Huttenlocher, "Efficient graph-based image segmentation," Int. J. Comput. Vis., vol. 59, no. 2, pp. 167-181, 2004.
    • (2004) Int. J. Comput. Vis. , vol.59 , Issue.2 , pp. 167-181
    • Felzenszwalb, P.F.1    Huttenlocher, D.2
  • 82
    • 69549111057 scopus 로고    scopus 로고
    • Cutting-plane training of structural SVMs
    • T. Joachims, T. Finley, and C. Yu, "Cutting-plane training of structural SVMs," Mach. Learn., vol. 77, no. 1, pp. 27-59, 2009.
    • (2009) Mach. Learn , vol.77 , Issue.1 , pp. 27-59
    • Joachims, T.1    Finley, T.2    Yu, C.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.