{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,6,6]],"date-time":"2025-06-06T04:48:48Z","timestamp":1749185328477,"version":"3.40.3"},"publisher-location":"Berlin, Heidelberg","reference-count":35,"publisher":"Springer Berlin Heidelberg","isbn-type":[{"type":"print","value":"9783642337642"},{"type":"electronic","value":"9783642337659"}],"license":[{"start":{"date-parts":[[2012,1,1]],"date-time":"2012-01-01T00:00:00Z","timestamp":1325376000000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2012]]},"DOI":"10.1007\/978-3-642-33765-9_48","type":"book-chapter","created":{"date-parts":[[2012,9,26]],"date-time":"2012-09-26T08:07:02Z","timestamp":1348646822000},"page":"674-687","source":"Crossref","is-referenced-by-count":23,"title":["No Bias Left behind: Covariate Shift Adaptation for Discriminative 3D Pose Estimation"],"prefix":"10.1007","author":[{"given":"Makoto","family":"Yamada","sequence":"first","affiliation":[]},{"given":"Leonid","family":"Sigal","sequence":"additional","affiliation":[]},{"given":"Michalis","family":"Raptis","sequence":"additional","affiliation":[]}],"member":"297","reference":[{"key":"48_CR1","unstructured":"Agarwal, A., Triggs, B.: Monocular human motion capture with a mixture of regressors. In: CVPR Workshop (2005)"},{"key":"48_CR2","doi-asserted-by":"publisher","first-page":"44","DOI":"10.1109\/TPAMI.2006.21","volume":"28","author":"A. Agarwal","year":"2006","unstructured":"Agarwal, A., Triggs, B.: Recovering 3D human pose from monocular images. IEEE Trans. on PAMI\u00a028, 44\u201358 (2006)","journal-title":"IEEE Trans. on PAMI"},{"key":"48_CR3","doi-asserted-by":"crossref","unstructured":"Bissacco, A., Yang, M., Soatto, S.: Fast human pose estimation using appearance and motion via multi-dimensional boosting regression. In: CVPR, pp. 1\u20138 (2007)","DOI":"10.1109\/CVPR.2007.383129"},{"key":"48_CR4","doi-asserted-by":"crossref","unstructured":"Bo, L., Sminchisescu, C., Kanaujia, A., Metaxas, D.: Fast algorithms for large scale conditional 3d prediction. In: CVPR (2008)","DOI":"10.1109\/CVPR.2008.4587578"},{"key":"48_CR5","doi-asserted-by":"publisher","first-page":"28","DOI":"10.1007\/s11263-008-0204-y","volume":"87","author":"L. Bo","year":"2010","unstructured":"Bo, L., Sminchisescu, C.: Twin gaussian processes for structured prediction. Int. J. Comput. Vision\u00a087, 28\u201352 (2010)","journal-title":"Int. J. Comput. Vision"},{"key":"48_CR6","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"132","DOI":"10.1007\/978-3-540-78155-4_12","volume-title":"Machine Learning for Multimodal Interaction","author":"C.H. Ek","year":"2008","unstructured":"Ek, C.H., Torr, P., Lawrence, N.D.: Gaussian Process Latent Variable Models for Human Pose Estimation. In: Popescu-Belis, A., Renals, S., Bourlard, H. (eds.) MLMI 2007. LNCS, vol.\u00a04892, pp. 132\u2013143. Springer, Heidelberg (2008)"},{"key":"48_CR7","doi-asserted-by":"crossref","unstructured":"Ionescu, C., Bo, L., Sminchisescu, C.: Structural svm for visual localization and continuous state estimation. In: ICCV (2009)","DOI":"10.1109\/ICCV.2009.5459346"},{"key":"48_CR8","doi-asserted-by":"crossref","unstructured":"Kanaujia, A., Sminchisescu, C., Metaxas, D.: Semi-supervised hierarchical models for 3d human pose reconstruction. In: CVPR (2007)","DOI":"10.1109\/CVPR.2007.383341"},{"key":"48_CR9","doi-asserted-by":"crossref","unstructured":"Navaratnam, R., Fitzgibbon, A., Cipolla, R.: The joint manifold model for semi-supervised multi-valued regression. In: ICCV (2007)","DOI":"10.1109\/ICCV.2007.4408976"},{"key":"48_CR10","unstructured":"Rosales, R., Sclaroff, S.: Learning body pose via specialized maps. In: NIPS (2002)"},{"key":"48_CR11","unstructured":"Salzmann, M., Ek, C.H., Urtasun, R., Darrell, T.: Factorized orthogonal latent spaces. In: AISTATS (2010)"},{"key":"48_CR12","doi-asserted-by":"crossref","unstructured":"Sigal, L., Memisevic, R., Fleet, D.: Shared kernel information embedding for discriminative inference. In: CVPR (2009)","DOI":"10.1109\/CVPRW.2009.5206576"},{"key":"48_CR13","doi-asserted-by":"crossref","unstructured":"Shakhnarovich, G., Viola, P., Darrell, T.: Fast pose estimation with parameter-sensitive hashing. In: ICCV, vol.\u00a02, pp. 750\u2013757 (2003)","DOI":"10.1109\/ICCV.2003.1238424"},{"key":"48_CR14","unstructured":"Sminchisescu, C., Kanaujia, A., Li, Z., Metaxas, D.: Discriminative density propagation for 3d human motion estimation. In: CVPR (2005)"},{"key":"48_CR15","unstructured":"Sminchisescu, C., Kanaujia, A., Metaxas, D.: Learning joint top-down and bottom-up processes for 3d visual inference. In: CVPR (2006)"},{"key":"48_CR16","doi-asserted-by":"crossref","unstructured":"Urtasun, R., Darrell, T.: Sparse probabilistic regression for activity-independent human pose inference. In: CVPR (2008)","DOI":"10.1109\/CVPR.2008.4587360"},{"key":"48_CR17","unstructured":"Zhao, X., Ning, H., Liu, Y., Huang, T.S.: Discriminative estimation of 3d human pose using gaussian processes. In: CVPR (2008)"},{"key":"48_CR18","doi-asserted-by":"crossref","unstructured":"Aytar, Y., Zisserman, A.: Tabula rasa: Model transfer for object category detection. In: ICCV (2011)","DOI":"10.1109\/ICCV.2011.6126504"},{"key":"48_CR19","doi-asserted-by":"crossref","unstructured":"Kulis, B., Saenko, K., Darrell, T.: What you saw is not what you get: Domain adaptation using asymmetric kernel transforms. In: CVPR (2011)","DOI":"10.1109\/CVPR.2011.5995702"},{"key":"48_CR20","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"213","DOI":"10.1007\/978-3-642-15561-1_16","volume-title":"Computer Vision \u2013 ECCV 2010","author":"K. Saenko","year":"2010","unstructured":"Saenko, K., Kulis, B., Fritz, M., Darrell, T.: Adapting Visual Category Models to New Domains. In: Daniilidis, K., Maragos, P., Paragios, N. (eds.) ECCV 2010, Part IV. LNCS, vol.\u00a06314, pp. 213\u2013226. Springer, Heidelberg (2010)"},{"key":"48_CR21","doi-asserted-by":"crossref","unstructured":"Stark, M., Goesele, M., Schiele, B.: A shape-based object class model for knowledge transfer. In: ICCV (2009)","DOI":"10.1109\/ICCV.2009.5459231"},{"key":"48_CR22","doi-asserted-by":"crossref","unstructured":"Torralba, A., Efros, A.: Ubiased look at dataset bias. In: CVPR (2011)","DOI":"10.1109\/CVPR.2011.5995347"},{"key":"48_CR23","unstructured":"Sigal, L., Black, M.J.: Humaneva: Synchronized video and motion capture dataset for evaluation of articulated human motion. TR CS-06-08, Brown Univ. (2006)"},{"key":"48_CR24","doi-asserted-by":"crossref","unstructured":"Shimodaira, H.: Improving predictive inference under covariate shift by weighting the log-likelihood function. Journal of Statistical Planning and Inference\u00a090 (2000)","DOI":"10.1016\/S0378-3758(00)00115-4"},{"key":"48_CR25","unstructured":"Sigal, L., Balan, A., Black, M.: Combined discriminative and generative articulated pose and non-rigid shape estimation (2007)"},{"key":"48_CR26","doi-asserted-by":"crossref","unstructured":"de Campos, T., Murray, D.: Regression-based hand pose estimation from multiple cameras. In: CVPR, vol.\u00a01, pp. 782\u2013789 (2006)","DOI":"10.1109\/CVPR.2006.252"},{"key":"48_CR27","doi-asserted-by":"crossref","unstructured":"Rosales, R., Athitsos, V., Sigal, L., Scarloff, S.: 3D hand pose reconstruction using specialized mappings. In: ICCV, vol.\u00a01, pp. 378\u2013385 (2001)","DOI":"10.21236\/ADA451286"},{"key":"48_CR28","doi-asserted-by":"crossref","unstructured":"Fanelli, G., Gall, J., Gool, L.V.: Real time head pose estimation with random regression forests. In: CVPR (2011)","DOI":"10.1109\/CVPR.2011.5995458"},{"key":"48_CR29","doi-asserted-by":"crossref","unstructured":"Huang, J., Smola, A.J., Gretton, A., Borgwardt, K.M., Sch\u00f6lkopf, B.: Correcting sample selection bias by unlabeled data. In: NIPS (2007)","DOI":"10.7551\/mitpress\/7503.003.0080"},{"key":"48_CR30","doi-asserted-by":"crossref","unstructured":"Sugiyama, M., Nakajima, S., Kashima, H., Buenau, P.V., Kawanabe, M.: Direct importance estimation with model selection and its application to covariate shift adaptation. In: NIPS (2008)","DOI":"10.1007\/s10463-008-0197-x"},{"key":"48_CR31","first-page":"1391","volume":"10","author":"T. Kanamori","year":"2009","unstructured":"Kanamori, T., Hido, S., Sugiyama, M.: A least-squares approach to direct importance estimation. JMLR\u00a010, 1391\u20131445 (2009)","journal-title":"JMLR"},{"key":"48_CR32","unstructured":"Yamada, M., Suzuki, T., Kanamori, T., Hachiya, H., Sugiyama, M.: Relative density-ratio estimation for robust distribution comparison. In: NIPS (2011)"},{"key":"48_CR33","unstructured":"Cortes, C., Mansour, Y., Mohri, M.: Learning bounds for importance weighting. In: NIPS (2010)"},{"key":"48_CR34","doi-asserted-by":"crossref","unstructured":"Sch\u00f6lkopf, B., Smola, A.J.: Learning with Kernels. MIT Press (2002)","DOI":"10.7551\/mitpress\/4175.001.0001"},{"key":"48_CR35","first-page":"985","volume":"8","author":"M. Sugiyama","year":"2007","unstructured":"Sugiyama, M., Krauledat, M., M\u00fcller, K.-R.: Covariate shift adaptation by importance weighted cross validation. JMLR\u00a08, 985\u20131005 (2007)","journal-title":"JMLR"}],"container-title":["Lecture Notes in Computer Science","Computer Vision \u2013 ECCV 2012"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-642-33765-9_48","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,4,9]],"date-time":"2025-04-09T14:09:39Z","timestamp":1744207779000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-642-33765-9_48"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2012]]},"ISBN":["9783642337642","9783642337659"],"references-count":35,"URL":"https:\/\/doi.org\/10.1007\/978-3-642-33765-9_48","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2012]]}}}