A Parallel Hardware Architecture for Real-Time Object Detection with Support Vector Machines

IEEE Transactions on Computers - Tập 61 Số 6 - Trang 831-842 - 2012
Christos Kyrkou1, Theocharis Theocharides1
1University of Cyprus, Nicosia, Cyprus

Tóm tắt

Từ khóa


Tài liệu tham khảo

10.1016/S0031-3203(03)00062-1

10.1109/TVLSI.2010.2048224

2007, “USC Pedestrian Set C ” Bo Wu and Ram Nevatia Cluster Boosted Tree Classifier for Multi-View Multi-Pose Object Detection ICCV

10.1109/TPAMI.2006.217

2010, “UIUC Image Database for Car Detection ”

anguita, 2007, A Hardware-Friendly Support Vector Machine for Embedded Automotive Applications, Proc Int'l Joint Conf Neural Networks, 1360, 10.1109/IJCNN.2007.4371156

10.1109/ISVLSI.2006.10

platt, 1999, Fast Training of Support Vector Machines Using Sequential Minimal Optimization, Advances in Kernel Methods&#x2014 Support Vector Learning

2011, “Microblaze Soft Processor ” Xilinx San Jose CA

2010, MIT Center for Biological and Computation Learning

10.1109/LES.2009.2034709

10.1016/S1077-3142(03)00073-0

10.1109/VLSID.2007.73

10.1109/WISES.2006.329117

10.1109/TIM.2006.887319

10.1145/1390156.1390170

10.1109/TNN.2003.816345

10.1109/TNN.2003.816033

biasi, 2005, A Reconfigurable Parallel Architecture for SVM Classification, Proc IEEE Int'l Joint Conf Neural Networks, 5, 2867

10.1109/RECONF.2006.307784

10.1109/CAMP.2000.875972

2010, “CBCL Face Database #1 ” MIT Center for Biological and Computation Learning

10.1023/A:1009715923555

10.1109/FCCM.2008.40

10.1002/9780470503065

10.1109/CVPR.1997.609319

2010, “CMU and MIT Face Database ”

10.1023/A:1008162616689

10.1109/CVPR.1997.609310

agarwal, 2002, Learning a Sparse Representation for Object Detection, Proc European Conf Computer Vision, 113

10.1007/978-1-4757-2440-0

10.1109/ICIP.2002.1039124

10.1007/BF00994018

roberto, 1900, Object Recognition System-on-Chip Using the Support Vector Machines, EURASIP J Advances in Signal Processing, 2005, 993

10.1109/DSD.2004.1333285

peter, 2008, A Massively Parallel Digital Learning Processor, Proc 22nd Ann Conf Neural Information Processing Systems (NIPS), 529

10.1023/B:VISI.0000013087.49260.fb

boni, 2006, FPGA Implementation of Support Vector Machines with Pseudo-Logarithmic Number Representation, Proc Int'l Joint Conf Neural Networks, 618

2011, Mathworks MATLAB Online Documentation SMO Algorithm

10.1109/ISCAS.2005.1465795

10.1109/TNN.2006.877537

10.1109/AHS.2007.6