Superpixel Tracking via Online Multiple Instance Learning

WANG Wei; WANG Chun-ping; FU Qiang; XU Yan; OU Xin-yu

doi:10.3969/j.issn.1671-637x.2017.01.007

[1] WU Y, LIM J，YANG M H.Online object tracking: a benchmark ［C］//IEEE Conference on Computer Vision and Pattern Recognition, 2013:1354-1362.

[2] WANG N Y, SHI J P, YEUNG D Y, et al.Understanding and diagnosing visual tracking systems ［C］//IEEE International Conference on Computer Vision, Santiago, 2015:3101-3109.

[3] WANG N Y, LI S Y, GUPTA A, et al.Transferring rich feature hierarchies for robust visual tracking ［Z］.arXiv:1501. 04587v1, 2015.

[4] ACHANTA R, SHAJI A, SMITH K, et al.Slic superpixels compared to state-of-the-art superpixel methods ［J］.IEEE Transactions on Pattern Analysis and Machine Intelligence, 2012, 34(11):2274-2282.

[5] RADHAKRISHNA A, SHAJI A, SMITH K, et al.Slic superpixels［R］.Technical Report 149300, EPFL, 2010.

[6] YANG F, LU H C, YANG M H.Robust superpixel tracking ［J］.IEEE Transactions on Image Processing, 2014, 23(4):1639-1651.

[7] KWON J, JUNHA R, LEE K M, et al.Robust visual tracking with double bounding box model ［C］//European Conference on Computer Vision, 2014:377-392.

[8] NING J, ZHANG L, ZHANG D, et al.Robust mean shift tracking with corrected background-weighted histogram ［J］.IET Computer Vision, 2012, 6(1):62-69.

[9] DIETTERICH T G, LATHROP R H, LOZANO-PEREZ T.Solving the multiple instance problem with axis-parallel rectangles ［J］.Artificial Intelligence, 1997, 89(1):31-71.

[10] BABENKO B, BELONGIE S, YANG M H.Visual tracking with online multiple instance learning ［C］//IEEE Conference on Computer Vision and Pattern Recognition, 2009:1003-1010.

[11] CHEN D C, ZHU M, GAO W, et al.Real-time object tracking via online weighted multiple instance learning ［J］.Optics and Precision Engineering, 2014, 22(6):1661-1667.

[12] WU J J, ZHAO Y B, ZHU J Y, et al.MILCut:a sweeping line multiple instance learning paradigm for interactive image segmentation ［C］//IEEE Conference on Computer Vision and Pattern Recognition, 2014:256-263.

[13] VIOLA P A, PLATT J C, ZHANG C.Multiple instance boosting for object detection ［C］//Advances in Neural Information Processing Systems, 2005:1417-1426.

[14] GRABNER H, GRABNER M, BISCHOF H.Real-time tracking via on-line boosting ［C］//British Machine Vision Conference, 2006:45-56.

[15] DANELLJAN M, KHAN F S, FELSBERG M, et al.Adaptive color attributes for real-time visual tracking［C］//IEEE Conference on Computer Vision and Pattern Recognition, 2014:65-72.