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- W2360897727 abstract "Atmospheric measurement not only impacts marine, land, and air transportation and resident trip, but also is a leading indicator of air quality. The existing visibility estimators based on image processing have problems such as constant computational formulae, poor stability and stringent requirement of application environment. Visibility measurement with supervised learning extracted features related to image edge in spatial domain and features of energy distribution in frequency domain to constitute the high-dimensional feature vector directly from observed scene images, and needed no manual object installing and modeling of the observed scene. It trained Support Vector Regression( SVR) model on the samples that were similar to test image and chosen by k-Nearest Neighbor( kNN), dynamically established the learning model between image features and visibility, and hid various impact factors of visibility in the model. The experimental results of natural scene show that the accuracy of the method can be as high as 96. 29%, and moreover, it has good stability and real-time and simplicity of operation so that it is propitious for generalization in large scale." @default.
- W2360897727 created "2016-06-24" @default.
- W2360897727 creator A5058602237 @default.
- W2360897727 date "2014-01-01" @default.
- W2360897727 modified "2023-09-23" @default.
- W2360897727 title "Supervised learning for visibility combining features in spatial domain with that in frequency domain" @default.
- W2360897727 hasPublicationYear "2014" @default.
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