{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,5,22]],"date-time":"2025-05-22T04:06:47Z","timestamp":1747886807643,"version":"3.41.0"},"publisher-location":"Cham","reference-count":22,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783319161808"},{"type":"electronic","value":"9783319161815"}],"license":[{"start":{"date-parts":[[2015,1,1]],"date-time":"2015-01-01T00:00:00Z","timestamp":1420070400000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2015]]},"DOI":"10.1007\/978-3-319-16181-5_2","type":"book-chapter","created":{"date-parts":[[2015,3,19]],"date-time":"2015-03-19T10:41:56Z","timestamp":1426761716000},"page":"14-28","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":3,"title":["Human Action Recognition by Random Features and Hand-Crafted Features: A Comparative Study"],"prefix":"10.1007","author":[{"given":"Haocheng","family":"Shen","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jianguo","family":"Zhang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Hui","family":"Zhang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2015,3,20]]},"reference":[{"key":"2_CR1","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"404","DOI":"10.1007\/11744023_32","volume-title":"Computer Vision \u2013 ECCV 2006","author":"H Bay","year":"2006","unstructured":"Bay, H., Tuytelaars, T., Van Gool, L.: SURF: Speeded Up Robust Features. In: Leonardis, A., Bischof, H., Pinz, A. (eds.) ECCV 2006, Part I. LNCS, vol. 3951, pp. 404\u2013417. Springer, Heidelberg (2006)"},{"key":"2_CR2","doi-asserted-by":"crossref","unstructured":"Bhattacharya, S., Sukthankar, R., Jin, R., Shah, M.: A probabilistic representation for efficient large scale visual recognition tasks. In: 2011 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 2593\u20132600. IEEE (2011)","DOI":"10.1109\/CVPR.2011.5995746"},{"key":"2_CR3","doi-asserted-by":"crossref","unstructured":"Brendel, W., Todorovic, S.: Activities as time series of human postures (2010)","DOI":"10.1007\/978-3-642-15552-9_52"},{"issue":"1","key":"2_CR4","doi-asserted-by":"publisher","first-page":"60","DOI":"10.1002\/rsa.10073","volume":"22","author":"S Dasgupta","year":"2003","unstructured":"Dasgupta, S., Gupta, A.: An elementary proof of a theorem of johnson and lindenstrauss. Random Structures & Algorithms 22(1), 60\u201365 (2003)","journal-title":"Random Structures & Algorithms"},{"key":"2_CR5","doi-asserted-by":"crossref","unstructured":"Doll\u00e1r, P., Rabaud, V., Cottrell, G., Belongie, S.: Behavior recognition via sparse spatio-temporal features. In: 2nd Joint IEEE International Workshop on Visual Surveillance and Performance Evaluation of Tracking and Surveillance, pp. 65\u201372. IEEE (2005)","DOI":"10.1109\/VSPETS.2005.1570899"},{"key":"2_CR6","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"494","DOI":"10.1007\/978-3-642-15549-9_36","volume-title":"Computer Vision \u2013 ECCV 2010","author":"N Ikizler-Cinbis","year":"2010","unstructured":"Ikizler-Cinbis, N., Sclaroff, S.: Object, Scene and Actions: Combining Multiple Features for Human Action Recognition. In: Daniilidis, K., Maragos, P., Paragios, N. (eds.) ECCV 2010, Part I. LNCS, vol. 6311, pp. 494\u2013507. Springer, Heidelberg (2010)"},{"key":"2_CR7","doi-asserted-by":"crossref","unstructured":"J\u00e9gou, H., Douze, M., Schmid, C., P\u00e9rez, P.: Aggregating local descriptors into a compact image representation. In: 2010 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 3304\u20133311. IEEE (2010)","DOI":"10.1109\/CVPR.2010.5540039"},{"key":"2_CR8","doi-asserted-by":"crossref","unstructured":"Klaser, A., Marszalek, M.: A spatio-temporal descriptor based on 3d-gradients. In: IEEE Conference on British Machine Vision Conference, BMVC 2009 (2009)","DOI":"10.5244\/C.22.99"},{"key":"2_CR9","doi-asserted-by":"crossref","unstructured":"Kuehne, H., Jhuang, H., Garrote, E., Poggio, T., Serre, T.: HMDB: a large video database for human motion recognition. In: Proceedings of the International Conference on Computer Vision (ICCV) (2011)","DOI":"10.1109\/ICCV.2011.6126543"},{"key":"2_CR10","doi-asserted-by":"crossref","unstructured":"Laptev, I., Marszalek, M., Schmid, C., Rozenfeld, B.: Learning realistic human actions from movies. In: IEEE Conference on Computer Vision and Pattern Recognition CVPR 2008, pp. 1\u20138. IEEE (2008)","DOI":"10.1109\/CVPR.2008.4587756"},{"key":"2_CR11","doi-asserted-by":"crossref","unstructured":"Lazebnik, S., Schmid, C., Ponce, J.: Beyond bags of features: spatial pyramid matching for recognizing natural scene categories. In: 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, vol. 2, pp. 2169\u20132178. IEEE (2006)","DOI":"10.1109\/CVPR.2006.68"},{"key":"2_CR12","doi-asserted-by":"crossref","unstructured":"Le, Q.V., Zou, W.Y., Yeung, S.Y., Ng, A.Y.: Learning hierarchical invariant spatio-temporal features for action recognition with independent subspace analysis. In: 2011 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 3361\u20133368. IEEE (2011)","DOI":"10.1109\/CVPR.2011.5995496"},{"key":"2_CR13","doi-asserted-by":"crossref","unstructured":"Li, W., Zhang, J., McKenna, S.J., Coats, M., Carey, F.A.: Classification of colorectal polyp regions in optical projection tomography. ISBI (2013)","DOI":"10.1109\/ISBI.2013.6556580"},{"key":"2_CR14","doi-asserted-by":"crossref","unstructured":"Liu, J., Luo, J., Shah, M.: Recognizing realistic actions from videos in the wild. In: IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2009, pp. 1996\u20132003. IEEE (2009)","DOI":"10.1109\/CVPR.2009.5206744"},{"issue":"3","key":"2_CR15","doi-asserted-by":"publisher","first-page":"574","DOI":"10.1109\/TPAMI.2011.145","volume":"34","author":"L Liu","year":"2012","unstructured":"Liu, L., Fieguth, P.: Texture classification from random features. IEEE Transactions on Pattern Analysis and Machine Intelligence 34(3), 574\u2013586 (2012)","journal-title":"IEEE Transactions on Pattern Analysis and Machine Intelligence"},{"issue":"2","key":"2_CR16","doi-asserted-by":"publisher","first-page":"91","DOI":"10.1023\/B:VISI.0000029664.99615.94","volume":"60","author":"DG Lowe","year":"2004","unstructured":"Lowe, D.G.: Distinctive image features from scale-invariant keypoints. International Journal of Computer Vision 60(2), 91\u2013110 (2004)","journal-title":"International Journal of Computer Vision"},{"key":"2_CR17","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"143","DOI":"10.1007\/978-3-642-15561-1_11","volume-title":"Computer Vision \u2013 ECCV 2010","author":"F Perronnin","year":"2010","unstructured":"Perronnin, F., S\u00e1nchez, J., Mensink, T.: Improving the Fisher Kernel for Large-Scale Image Classification. In: Daniilidis, K., Maragos, P., Paragios, N. (eds.) ECCV 2010, Part IV. LNCS, vol. 6314, pp. 143\u2013156. Springer, Heidelberg (2010)"},{"key":"2_CR18","doi-asserted-by":"crossref","unstructured":"Wang, H., Kl\u00e4ser, A., Schmid, C., Liu, C.L.: Dense trajectories and motion boundary descriptors for action recognition. International Journal of Computer Vision, 1\u201320 (2013)","DOI":"10.1007\/s11263-012-0594-8"},{"key":"2_CR19","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"650","DOI":"10.1007\/978-3-540-88688-4_48","volume-title":"Computer Vision \u2013 ECCV 2008","author":"G Willems","year":"2008","unstructured":"Willems, G., Tuytelaars, T., Van Gool, L.: An Efficient Dense and Scale-Invariant Spatio-Temporal Interest Point Detector. In: Forsyth, D., Torr, P., Zisserman, A. (eds.) ECCV 2008, Part II. LNCS, vol. 5303, pp. 650\u2013663. Springer, Heidelberg (2008)"},{"issue":"2","key":"2_CR20","doi-asserted-by":"publisher","first-page":"210","DOI":"10.1109\/TPAMI.2008.79","volume":"31","author":"J Wright","year":"2009","unstructured":"Wright, J., Yang, A.Y., Ganesh, A., Sastry, S.S., Ma, Y.: Robust face recognition via sparse representation. IEEE Transactions on Pattern Analysis and Machine Intelligence 31(2), 210\u2013227 (2009)","journal-title":"IEEE Transactions on Pattern Analysis and Machine Intelligence"},{"key":"2_CR21","unstructured":"Yang, J., Yu, K., Gong, Y., Huang, T.: Linear spatial pyramid matching using sparse coding for image classification. In: IEEE Conference on Computer Vision and Pattern Recognition CVPR 2009, pp. 1794\u20131801. IEEE (2009)"},{"issue":"2","key":"2_CR22","doi-asserted-by":"publisher","first-page":"213","DOI":"10.1007\/s11263-006-9794-4","volume":"73","author":"J Zhang","year":"2007","unstructured":"Zhang, J., Marsza\u0142ek, M., Lazebnik, S., Schmid, C.: Local features and kernels for classification of texture and object categories: a comprehensive study. International Journal of Computer Vision 73(2), 213\u2013238 (2007)","journal-title":"International Journal of Computer Vision"}],"container-title":["Lecture Notes in Computer Science","Computer Vision - ECCV 2014 Workshops"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-16181-5_2","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,5,21]],"date-time":"2025-05-21T03:49:32Z","timestamp":1747799372000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-319-16181-5_2"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2015]]},"ISBN":["9783319161808","9783319161815"],"references-count":22,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-16181-5_2","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2015]]},"assertion":[{"value":"20 March 2015","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}}]}}