Human detection for PTZ camera using histogram oriented gradient (Record no. 56289)

MARC details
000 -LEADER
fixed length control field 03497nas a2200433 a 4500
005 - DATE AND TIME OF LATEST TRANSACTION
control field 20260818133853.0
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field 170717s2014 th u m r 000 a eng d
035 ## - SYSTEM CONTROL NUMBER
System control number .b12186739
099 #9 - LOCAL FREE-TEXT CALL NUMBER (OCLC)
Classification number AIT Caps. Proj. no.ME-14-15
100 1# - MAIN ENTRY--PERSONAL NAME
Personal name Senel, Withanage Don Daksitha
245 10 - TITLE STATEMENT
Title Human detection for PTZ camera using histogram oriented gradient
260 ## - PUBLICATION, DISTRIBUTION, ETC.
Place of publication, distribution, etc. Pathum Thani, Thailand :
Name of publisher, distributor, etc. Asian Institute of Technology,
Date of publication, distribution, etc. 2014
300 ## - PHYSICAL DESCRIPTION
Extent 53 leaves :
Other physical details ill. +
Accompanying material 1 online resource
490 1# - SERIES STATEMENT
Series statement Caps. Proj. ;
Volume/sequential designation no. ME-14-15
500 ## - GENERAL NOTE
General note A Capstone project report submitted in partial fulfillment of the requirements for the Degree of Undergraduate of Area Name in Mechatronic Engineering, School of Engineering and Technology
520 ## - SUMMARY, ETC.
Summary, etc. Machine Vision is a technology which involves detecting and recognizing of objects in a video or an image. Human eyes are sensitive for electromagnetic waves ranging from 390-770 nms. Video cameras can be sensitive to a range much wider than a human eye. This study is focusing on implementing a method for the machines to see through objects (in this case, humans) as a human eye. For this implementation, the detection speed and the accuracy of the detection are two main parameters that should be considered. Thus an implementation of a robust human detection method using open source computer vision (OpenCV) libraries was done. To achieve the wide range of detection space, an IP camera with PTZ controlling system is used. For a robust human detecting method, HOG with linear SVM has been selected. In order to increase the computational performances and achieve a real time detection, AMD OpenCL parallel programming was used. The system accuracy was determined under different conditions of pan, tilt and zoomed. The accuracies ranged between 97-99% in pan and tilt operations and 76% accuracy in zooming were achieved. Detection speed was enhanced by four times by the conventional HOG descriptor as well. This system can be further improved and enhanced for better use of human detection for the benefit of the technology of Machine Vision.
502 ## - DISSERTATION NOTE
Dissertation note Capstone Project (B. Sc.) - Asian Institute of Technology, 2014
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element Image processing
General subdivision Digital techniques
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element Computer vision
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element Signal detection
700 0# - ADDED ENTRY--PERSONAL NAME
Personal name Somrak Petchartee,
Relator term Chairperson
700 0# - ADDED ENTRY--PERSONAL NAME
Personal name Manukid Parnichkun,
Relator term Examination Committee
700 0# - ADDED ENTRY--PERSONAL NAME
Personal name Mongkol Ekpanyapong,
Relator term Examination Committee
810 2# - SERIES ADDED ENTRY--CORPORATE NAME
Corporate name or jurisdiction name as entry element Asian Institute of Technology.
Title of a work Caps. Proj. ;
Volume/sequential designation no. ME-14-15
856 ## - ELECTRONIC LOCATION AND ACCESS
Materials specified Full-Text
Uniform Resource Identifier <a href="http://203.159.5.9/ait-thesis/detail.php?q=B12002">http://203.159.5.9/ait-thesis/detail.php?q=B12002</a>
907 ## - LOCAL DATA ELEMENT G, LDG (RLIN)
a .b12186739
b mnait
c m
902 ## - LOCAL DATA ELEMENT B, LDB (RLIN)
a 240417
998 ## - LOCAL CONTROL INFORMATION (RLIN)
Operator's initials, OID (RLIN) 0
Cataloger's initials, CIN (RLIN) 170717
First date, FD (RLIN) m
-- a
-- m
-- 0
962 ## -
-- 000:001:PDF:b1218673:003216:0:0:0:0:0:0
-- Click to view Abstract
-- n
945 ## - LOCAL PROCESSING INFORMATION (OCLC)
l mnait
945 ## - LOCAL PROCESSING INFORMATION (OCLC)
l mnait
945 ## - LOCAL PROCESSING INFORMATION (OCLC)
l mnarc
942 ## - ADDED ENTRY ELEMENTS (KOHA)
Koha item type 20-AIT Publication
942 ## - ADDED ENTRY ELEMENTS (KOHA)
Koha item type 40-Archives
909 ## - LOCAL ITEMS USED
Barcode Barcode : 30050160095641
CREATED CREATED : 2017-07-17
RECORD Id RECORD # : i13089894
LPATRON LPATRON : 1027958
LCHKIN LCHKIN : 2018-03-12
RENEWALS # RENEWALS : 0
-- # OVERDUE : 0
-- IUSE3 : 0
-- TOT CHKOUT : 1
-- TOT RENEW : 1
909 ## - LOCAL ITEMS USED
Barcode Barcode : 30050160095617
CREATED CREATED : 2017-07-17
RECORD Id RECORD # : i13089900
LPATRON LPATRON : 1027958
LCHKIN LCHKIN : 2019-05-01
RENEWALS # RENEWALS : 0
-- # OVERDUE : 0
-- IUSE3 : 0
-- TOT CHKOUT : 1
-- TOT RENEW : 2
909 ## - LOCAL ITEMS USED
Barcode Barcode : 30050120399562
CREATED CREATED : 2018-01-25
RECORD Id RECORD # : i13115984
LPATRON LPATRON : 0
LCHKIN LCHKIN : -
RENEWALS # RENEWALS : 0
-- # OVERDUE : 0
-- IUSE3 : 0
-- TOT CHKOUT : 0
-- TOT RENEW : 0
Holdings
Withdrawn status Lost status Damaged status Not for loan Home library Current library Shelving location Date acquired Cost, normal purchase price Total checkouts Full call number Barcode Date last seen Copy number Price effective from Koha item type
      Available for Loans Asian Institute of Technology Library Asian Institute of Technology Library AIT Publications 18/08/2026 50.00   AIT Caps. Proj. no.ME-14-15 30050160095641 18/08/2026 1 18/08/2026 20-AIT Publication
      Available for Loans Asian Institute of Technology Library Asian Institute of Technology Library AIT Publications 18/08/2026 50.00   AIT Caps. Proj. no.ME-14-15 30050160095617 18/08/2026 2 18/08/2026 20-AIT Publication
      Available for Loans Asian Institute of Technology Library Asian Institute of Technology Library Archives 18/08/2026     AIT Caps. Proj. no.ME-14-15 30050120399562 18/08/2026 1 18/08/2026 40-Archives
คัดลอกแล้ว!