TY - JOUR
T1 - Pavement Raveling Detection and Measurement from Synchronized Intensity and Range Images
AU - Mathavan, Senthan
AU - Rahman, Mujib
AU - Stonecliffe-Jones, Martyn
AU - Kamal, Khurram
PY - 2014/1/1
Y1 - 2014/1/1
N2 - Raveling on asphalt surfaces is a loss of fine and coarse aggregates from the asphalt matrix. The severity of raveling can be an indicator of the state of pavements, as excessive raveling not only reduces the ride quality but eventually leads to pothole formation or cracking. Hence, raveling must be detected and quantified. In this study and for the first time, raveling was quantified from a combination of two- and three-dimensional images. First, a texture descriptor method called Laws’ texture energy measure was used in conjunction with Gabor filters and other morphological operations to distinguish road areas. Then, digital signal processing techniques were used to detect and to quantify raveling. Hundreds of images captured by an automated pavement surveying system were used to test and to show the promise of the proposed algorithm.
AB - Raveling on asphalt surfaces is a loss of fine and coarse aggregates from the asphalt matrix. The severity of raveling can be an indicator of the state of pavements, as excessive raveling not only reduces the ride quality but eventually leads to pothole formation or cracking. Hence, raveling must be detected and quantified. In this study and for the first time, raveling was quantified from a combination of two- and three-dimensional images. First, a texture descriptor method called Laws’ texture energy measure was used in conjunction with Gabor filters and other morphological operations to distinguish road areas. Then, digital signal processing techniques were used to detect and to quantify raveling. Hundreds of images captured by an automated pavement surveying system were used to test and to show the promise of the proposed algorithm.
UR - https://journals.sagepub.com/doi/10.3141/2457-01
U2 - 10.3141/2457-01
DO - 10.3141/2457-01
M3 - Article
SN - 0361-1981
VL - 2457
SP - 3
EP - 11
JO - Transportation Research Record
JF - Transportation Research Record
IS - 1
ER -