TY - JOUR
T1 - Augmented reality three-dimensional object visualization and recognition with axially distributed sensing
AU - Markman, Adam
AU - Shen, Xin
AU - Hua, Hong
AU - Javidi, Bahram
N1 - Publisher Copyright:
© 2016 Optical Society of America.
PY - 2016/1/15
Y1 - 2016/1/15
N2 - An augmented reality (AR) smartglass display combines real-world scenes with digital information enabling the rapid growth of AR-based applications. We present an augmented reality-based approach for three-dimensional (3D) optical visualization and object recognition using axially distributed sensing (ADS). For object recognition, the 3D scene is reconstructed, and feature extraction is performed by calculating the histogram of oriented gradients (HOG) of a sliding window. A support vector machine (SVM) is then used for classification. Once an object has been identified, the 3D reconstructed scene with the detected object is optically displayed in the smartglasses allowing the user to see the object, remove partial occlusions of the object, and provide critical information about the object such as 3D coordinates, which are not possible with conventional AR devices. To the best of our knowledge, this is the first report on combining axially distributed sensing with 3D object visualization and recognition for applications to augmented reality. The proposed approach can have benefits for many applications, including medical, military, transportation, and manufacturing.
AB - An augmented reality (AR) smartglass display combines real-world scenes with digital information enabling the rapid growth of AR-based applications. We present an augmented reality-based approach for three-dimensional (3D) optical visualization and object recognition using axially distributed sensing (ADS). For object recognition, the 3D scene is reconstructed, and feature extraction is performed by calculating the histogram of oriented gradients (HOG) of a sliding window. A support vector machine (SVM) is then used for classification. Once an object has been identified, the 3D reconstructed scene with the detected object is optically displayed in the smartglasses allowing the user to see the object, remove partial occlusions of the object, and provide critical information about the object such as 3D coordinates, which are not possible with conventional AR devices. To the best of our knowledge, this is the first report on combining axially distributed sensing with 3D object visualization and recognition for applications to augmented reality. The proposed approach can have benefits for many applications, including medical, military, transportation, and manufacturing.
UR - http://www.scopus.com/inward/record.url?scp=84962115489&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84962115489&partnerID=8YFLogxK
U2 - 10.1364/OL.41.000297
DO - 10.1364/OL.41.000297
M3 - Article
C2 - 26766698
AN - SCOPUS:84962115489
SN - 0146-9592
VL - 41
SP - 297
EP - 300
JO - Optics letters
JF - Optics letters
IS - 2
ER -