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POWER LINE DETECTION VIA BACKGROUND NOISE REMOVAL

Abstract: 

Tiny target detections, especially power line detection, have received great attention due to its critical role in ensuring the
flight safety of low-flying unmanned aerial vehicles (UAVs). In this paper, an accurate and robust power line detection method is proposed, wherein background noise is mitigated by an embedded convolution neural network (CNN) classifier before conducting the final power line extractions. Our
proposed method operates in three steps: 1) extract edge features of power lines from a testing image, 2) employ a CNN classifier to remove the background noise, 3) use a HoughTransform (HT) based fine-selection module to locate power lines. Comprehensive experiments demonstrate the superiority of the proposed method, compared to the state-of-the-art methods.

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Paper Details

Authors:
Chaofeng Pan, Xianbin Cao, Dapeng Oliver Wu
Submitted On:
9 December 2016 - 11:12am
Short Link:
Type:
Presentation Slides
Event:
Presenter's Name:
Chaofeng Pan
Paper Code:
1165
Document Year:
2016
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[1] Chaofeng Pan, Xianbin Cao, Dapeng Oliver Wu, "POWER LINE DETECTION VIA BACKGROUND NOISE REMOVAL", IEEE SigPort, 2016. [Online]. Available: http://sigport.org/1431. Accessed: Jun. 24, 2017.
@article{1431-16,
url = {http://sigport.org/1431},
author = {Chaofeng Pan; Xianbin Cao; Dapeng Oliver Wu },
publisher = {IEEE SigPort},
title = {POWER LINE DETECTION VIA BACKGROUND NOISE REMOVAL},
year = {2016} }
TY - EJOUR
T1 - POWER LINE DETECTION VIA BACKGROUND NOISE REMOVAL
AU - Chaofeng Pan; Xianbin Cao; Dapeng Oliver Wu
PY - 2016
PB - IEEE SigPort
UR - http://sigport.org/1431
ER -
Chaofeng Pan, Xianbin Cao, Dapeng Oliver Wu. (2016). POWER LINE DETECTION VIA BACKGROUND NOISE REMOVAL. IEEE SigPort. http://sigport.org/1431
Chaofeng Pan, Xianbin Cao, Dapeng Oliver Wu, 2016. POWER LINE DETECTION VIA BACKGROUND NOISE REMOVAL. Available at: http://sigport.org/1431.
Chaofeng Pan, Xianbin Cao, Dapeng Oliver Wu. (2016). "POWER LINE DETECTION VIA BACKGROUND NOISE REMOVAL." Web.
1. Chaofeng Pan, Xianbin Cao, Dapeng Oliver Wu. POWER LINE DETECTION VIA BACKGROUND NOISE REMOVAL [Internet]. IEEE SigPort; 2016. Available from : http://sigport.org/1431