Title:
DEVICE FOR MONITORING AREA PRONE TO FREEZING AND RISK OF SLIPPAGE USING DEEP LEARNING MODEL, AND METHOD THEREFOR
Document Type and Number:
WIPO Patent Application WO/2022/124479
Kind Code:
A1
Abstract:
A method for monitoring an area prone to freezing and risk of slippage of the present invention comprises: a step of generating a multi-channel image vector by embedding a lidar image in which a data processing unit scans a monitoring area through a lidar sensor, an infrared filter image in which the monitoring area is photographed with an infrared filter camera, and a thermal infrared image photographed with a thermal infrared camera; a step in which a detection unit inputs the multi-channel image vector into a detection model; a step in which the detection model performs a plurality of operations to which weights learned between a plurality of layers are applied to the multi-channel image vector, and outputs a partition box for specifying an area in which the occurrence of freezing is estimated, and a probability that freezing is present in an area specified by the partition box; and a step in which, when the probability is greater than or equal to a preset threshold, the detection unit recognizes that freezing has occurred, and transmits a message notifying of the occurrence of freezing.
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Inventors:
JI TAEK SOO (KR)
KIM JIN SUL (KR)
KIM CHI HUN (KR)
JANG JAE HYEOK (KR)
KIM JIN SUL (KR)
KIM CHI HUN (KR)
JANG JAE HYEOK (KR)
Application Number:
PCT/KR2021/002474
Publication Date:
June 16, 2022
Filing Date:
February 26, 2021
Export Citation:
Assignee:
UNIV NAT CHONNAM IND FOUND (KR)
International Classes:
G08G1/0967; G01S17/89; G06N3/08; G06T5/20; H04N7/18
Foreign References:
KR20190131207A | 2019-11-26 | |||
KR102156907B1 | 2020-09-16 | |||
KR101644370B1 | 2016-08-01 | |||
KR20160141226A | 2016-12-08 | |||
KR101896406B1 | 2018-10-22 |
Attorney, Agent or Firm:
IPCJ PATENT & LAW FIRM (KR)
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