Open AccessResearch on classification method based on multi-scale segmentation and hierarchical classification
Author(s) -
Xiaohua Zhang,
Hui Wang,
Wenxiang Xue,
Chaoyun Qin,
Yuping Wu,
Shuyuan Wang,
Ping Qiu
Publication year - 2022
Publication title -
journal of physics. conference series
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 0.21
H-Index - 85
eISSN - 1742-6596
pISSN - 1742-6588
DOI - 10.1088/1742-6596/2189/1/012029
Subject(s) - segmentation , artificial intelligence , pattern recognition (psychology) , computer science , scale (ratio) , object (grammar) , image segmentation , feature (linguistics) , channel (broadcasting) , region growing , segmentation based object categorization , scale space segmentation , computer vision , geography , cartography , computer network , linguistics , philosophy
This paper transmission line corridors covering area in Hebei north area as the research object to explore multi-scale segmentation threshold suitable for Hebei north image, found applicable to Hebei north region segmentation threshold rules. Main methods are the object-oriented multi-scale segmentation and hierarchical classification, using image segmentation principle, make full use of high resolution image rich features such as shape, texture, object relationships. It is used for the follow-up investigation of hidden danger of external damage of power transmission channel in northern Hebei region. The main conclusions of the experiment are as follows: 1. By comparing and analyzing the results of five groups of different thresholds (40, 50, 60, 70 and 80), it is concluded that the single threshold of the multi-scale segmentation method suitable for most mountainous images in the study area is 60, and this method can achieve high-precision ground object classification for images in northern Hebei region. 2. The ground feature cover classification method that is more suitable for the parallel processing of a large number of study areas is the object-oriented hierarchical classification method, and preliminary exploration results of detailed parameters have been achieved.