Simultaneous Feature and Dictionary Learning for Image Set Based Face Recognition

IEEE Transactions on Image Processing - Tập 26 Số 8 - Trang 4042-4054 - 2017
Jiwen Lu1, Gang Wang2, Jie Zhou1
1[Department of Automation, State Key Laboratory of Intelligent Technologies and Systems, Tsinghua National Laboratory for Information Science and Technology, Tsinghua University, Beijing, China]
2Alibaba AI Labs, Hangzhou, China

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Tài liệu tham khảo

10.1109/ICCV.2011.6126286

10.1109/AFGR.1998.670968

10.1109/CVPR.2011.5995566

wang, 2013, Max-margin multiple-instance dictionary learning, Proc ICML, 846

10.1109/CVPR.2010.5539989

10.1109/ICCV.2013.331

10.1109/ICIP.2010.5652363

lee, 2006, Efficient sparse coding algorithms, Proc NIPS, 801

10.1109/ICPR.2010.308

10.1109/CVPR.2011.5995496

10.1109/TPAMI.2007.1037

kim, 2008, Face tracking and recognition with visual constraints in real-world videos, Proc CVPR, 1

10.1109/CVPR.2011.5995354

10.1007/978-1-84882-491-1_7

le, 2011, ICA with reconstruction cost for efficient overcomplete feature learning, Proc NIPS, 1017

10.1109/ICCV.2009.5459250

kong, 2012, A dictionary learning approach for classification: Separating the particularity and the commonality, Proc ECCV, 186

10.1109/CVPR.2015.7298803

10.1109/CVPR.2014.244

10.1109/ICCV.2013.188

10.1109/CVPR.2015.7298907

10.1109/CVPR.2014.220

huang, 2015, Log-Euclidean metric learning on symmetric positive definite manifold with application to image set classification, Proc ICML, 720

10.1109/MSP.2010.939537

10.1109/CVPR.2015.7298609

10.1023/B:VISI.0000013087.49260.fb

wang, 2009, Manifold discriminant analysis, Proc CVPR, 1

10.5244/C.26.99

wang, 2012, Covariance discriminative learning: A natural and efficient approach to image set classification, Proc CVPR, 2496

wang, 2008, Manifold-manifold distance with application to face recognition based on image set, Proc CVPR, 1

10.1109/CVPR.2015.7298816

10.1109/CVPR.2005.151

aharon, 2006, K-SVD: An algorithm for designing overcomplete dictionaries for sparse representation, IEEE Trans Signal Process, 54, 4311, 10.1109/TSP.2006.881199

10.1109/TPAMI.2014.2353635

10.1093/biomet/28.3-4.321

10.1162/neco.2006.18.7.1527

10.1109/CVPR.2014.242

hu, 2014, Face recognition with image sets using locally Grassmannian discriminant analysis, IEEE Trans Circuits Syst Video Technol, 24, 1461, 10.1109/TCSVT.2014.2309834

10.1109/CVPR.2012.6247968

10.1109/TPAMI.2011.283

10.1109/TIP.2013.2282996

nguyen, 2012, Sparse embedding: A framework for sparsity promoting dimensionality reduction, Proc ECCV, 414

sun, 2014, Deep learning face representation by joint identification-verification, Proc NIPS, 1988

shakhnarovich, 2006, Face recognition from long-term observations, Proc ECCV, 361

10.1109/CVPR.2015.7298682

10.1109/BTAS.2016.7791198

rifai, 2011, Contractive auto-encoders: Explicit invariance during feature extraction, Proc ICML, 833

parkhi, 2015, Deep face recognition, Proc BMVC, 1

ouyang, 2012, A discriminative deep model for pedestrian detection with occlusion handling, Proc CVPR, 3258

pinheiro, 2014, Recurrent convolutional neural networks for scene labeling, Proc ICML, 82

10.1109/ACCESS.2015.2485400

chin, 2006, Incremental kernel SVD for face recognition with image sets, Proc FG, 461

lee, 2003, Video-based face recognition using probabilistic appearance manifolds, Proc CVPR, 313

du, 2014, Robust face recognition from multi-view videos, IEEE Trans Image Process, 23, 1105, 10.1109/TIP.2014.2300812

fan, 2010, Human tracking using convolutional neural networks, IEEE Trans Neural Netw, 21, 1610, 10.1109/TNN.2010.2066286

fan, 2006, Locally linear models on face appearance manifolds with application to dual-subspace based classification, Proc CVPR, 1384

10.1109/CVPR.2003.1211334

gross, 2001, The CMU motion of body (MOBO) database

guo, 2012, Discriminative dictionary learning with pairwise constraints, Proc ACCV, 328

harandi, 2014, From manifold to manifold: Geometry-aware dimensionality reduction for SPD matrices, Proc ECCV, 17

hayat, 2014, Reverse training: An efficient approach for image set classification, Proc ECCV, 784

10.1109/CVPR.2010.5539992

bengio, 2007, Greedy layer-wise training of deep networks, Proc NIPS, 153

10.1109/CVPR.2013.389

10.1109/CVPR.2010.5539965

10.1109/CVPR.2014.342

10.1109/WACV.2016.7477557

masi, 2016, Do we really need to collect millions of faces for effective face recognition?, Proc ECCV, 5, 579

10.1007/978-3-642-33783-3_55

ma, 2012, Sparse representation for face recognition based on discriminative low-rank dictionary learning, Proc CVPR, 2586

10.1109/ICCV.2013.48

10.1109/CVPR.2008.4587652

10.1109/CVPR.2014.23

10.1109/CVPR.2014.27

lei, 2014, Learning discriminant face descriptor, IEEE Trans Pattern Anal Mach Intell, 36, 289, 10.1109/TPAMI.2013.112

10.1007/978-3-319-10590-1_18

10.1109/TPAMI.2015.2408359