TY - JOUR
T1 - Ensemble tensor decomposition for infrared thermography cracks detection system
AU - Song, Junru
AU - Gao, Bin
AU - Woo, Wai Lok
AU - Tian, Gui Yun
PY - 2020/3/1
Y1 - 2020/3/1
N2 - Eddy Current Pulsed Thermography (ECPT) has received much attention for its high sensitive of detectability on cracks with infrared cameras. However, when it comes to the detection in a movement way, it remains as challenges. This paper proposed an ensemble tensor decomposition to extract weak target signal of infrared thermography videos for cracks detection. The proposed algorithm jointly models the background and foreground tensor patterns as well as removing the ghosting. In order to verify the effectiveness and robustness of the proposed method, experimental studies have been carried out by applying electromagnetic thermal imaging system for cracks detection on samples with different geometry. The results of the experiments have indicated that the proposed method has significantly enhanced the contrast ratio between the defective regions and the non-defective regions.
AB - Eddy Current Pulsed Thermography (ECPT) has received much attention for its high sensitive of detectability on cracks with infrared cameras. However, when it comes to the detection in a movement way, it remains as challenges. This paper proposed an ensemble tensor decomposition to extract weak target signal of infrared thermography videos for cracks detection. The proposed algorithm jointly models the background and foreground tensor patterns as well as removing the ghosting. In order to verify the effectiveness and robustness of the proposed method, experimental studies have been carried out by applying electromagnetic thermal imaging system for cracks detection on samples with different geometry. The results of the experiments have indicated that the proposed method has significantly enhanced the contrast ratio between the defective regions and the non-defective regions.
KW - Background subtraction
KW - Infrared cracks detection
KW - Non-destructive testing
KW - Tensor decomposition
UR - http://www.scopus.com/inward/record.url?scp=85078296925&partnerID=8YFLogxK
U2 - 10.1016/j.infrared.2020.103203
DO - 10.1016/j.infrared.2020.103203
M3 - Article
AN - SCOPUS:85078296925
SN - 1350-4495
VL - 105
JO - Infrared Physics and Technology
JF - Infrared Physics and Technology
M1 - 103203
ER -