HIGH-SPEED AUTOMATIC MULTI-OBJECT TRACKING METHOD AND SYSTEM WITH KERNELIZED CORRELATION FILTERS

Title:

HIGH-SPEED AUTOMATIC MULTI-OBJECT TRACKING METHOD AND SYSTEM WITH KERNELIZED CORRELATION FILTERS

Document Type and Number:

WIPO Patent Application WO/2016/026370

Kind Code:

A1

Abstract:

A high-speed automatic multi-object tracking method with kernelized correlation filters is provided. The method includes obtaining an image frame from a plurality of image frames in a video, extracting a foreground object sequence from the obtained image frame, and determining similarity between each foreground object of the extracted foreground object sequence and a tracked object. The method also includes calculating HOG features of the foreground objects with a lower similarity, obtaining training samples for each of the foreground objects with the lower similarity using a circular matrix, obtaining a classifier via a kernel method accelerated by FFTW, and obtaining tracking points using a sparse optical flow. Further, the method includes detecting object matching responses using a detection response function, performing multi-scale analysis for the object based on an optical flow method, and processing a next image frame of the plurality of image frames in the video until the video ends.

More Like This:

JP2940933	[Title of Invention] Pattern recognition method
JP2973607	PATTERN MATCHING METHOD
JPS61267884	CHARACTER RECOGNIZING DEVICE CONTAINING STANDARD DICTIONARY CHANGING FUNCTION

Inventors:

LI MAOLIN (CN)
SHEN JINXIANG (CN)

Application Number:

PCT/CN2015/085270

Publication Date:

February 25, 2016

Filing Date:

July 28, 2015

Export Citation:

Click for automatic bibliography generation Help

Assignee:

ZHEJIANG SHENGHUI LIGHTING CO (CN)

International Classes:

G06K9/66

Foreign References:

CN103237197A	2013-08-07
CN102074034A	2011-05-25
US20120237082A1	2012-09-20
CN104200237A	2014-12-10

Other References: