TY - GEN
T1 - Mine-Like Objects detection in Side-Scan Sonar images using a shadows-highlights geometrical features space
AU - Sinai, Azriel
AU - Amar, Alon
AU - Gilboa, Guy
N1 - Publisher Copyright: © 2016 IEEE.
PY - 2016/11/28
Y1 - 2016/11/28
N2 - We suggest a method to detect mine-like objects in side scan sonar images. First, we use the well known K-means algorithm recognizes which recognizes the presence of mine-like segments, followed by the Chan-Vese active contour algorithm to sharp and restore the edges of the suspected segments. Then, we convert the image into a shadows and highlights map based on geometrical features of the connectivity between shadows and highlights. By exploiting the unique geometrical features of mine-like objects, we implement a Neyman-Pearson test to detect the mine-like objects given the connectivity map while reducing false alarms and other artifacts. Testing on real data images show that the suggested approach have good detection results.
AB - We suggest a method to detect mine-like objects in side scan sonar images. First, we use the well known K-means algorithm recognizes which recognizes the presence of mine-like segments, followed by the Chan-Vese active contour algorithm to sharp and restore the edges of the suspected segments. Then, we convert the image into a shadows and highlights map based on geometrical features of the connectivity between shadows and highlights. By exploiting the unique geometrical features of mine-like objects, we implement a Neyman-Pearson test to detect the mine-like objects given the connectivity map while reducing false alarms and other artifacts. Testing on real data images show that the suggested approach have good detection results.
UR - http://www.scopus.com/inward/record.url?scp=85006856488&partnerID=8YFLogxK
U2 - https://doi.org/10.1109/OCEANS.2016.7760991
DO - https://doi.org/10.1109/OCEANS.2016.7760991
M3 - منشور من مؤتمر
T3 - OCEANS 2016 MTS/IEEE Monterey, OCE 2016
BT - OCEANS 2016 MTS/IEEE Monterey, OCE 2016
T2 - 2016 OCEANS MTS/IEEE Monterey, OCE 2016
Y2 - 19 September 2016 through 23 September 2016
ER -