Author(s)

Ping Wu ¹, Xiaoping Lin ¹

Affiliation(s)

¹ Fujian Provincial Natural Resources Geographic Information Center, Fuzhou, Fujian, 350003, China

Corresponding Author

Ping Wu

ABSTRACT

With the rapid development of China's economy, the increasingly severe phenomenon of farmland non-agriculturalization may potentially impact China’s food security. Against this backdrop, the task of monitoring farmland non-agriculturalization in Fujian Province has become increasingly arduous, leading to an exponential increase in the amount of remote sensing image data that needs to be received and analyzed throughout the year. Solely relying on manual methods for analyzing the quality of vast amounts of data becomes highly challenging. Therefore, it is imperative to introduce automated detection technology to improve the speed of cloud layer detection in images. This paper proposes an algorithm that utilizes long-term historical sequences of remote sensing imagery to obtain statistical data on the dark channel prior of ground objects, which are then compared with the dark channel prior from the images to be inspected, thereby obtaining information about cloud layers. Experimental validation confirms that the method presented in this paper can achieve automatic cloud layer detection, which to a certain extent improves production efficiency while also delivering relatively satisfactory detection results.

KEYWORDS

Long-Time Series Data, Non-Agriculturalization, Remote Sensing Imagery, Cloud Detection

CITE THIS PAPER

Ping Wu, Xiaoping Lin, Research on Cloud Detection in Non-agricultural Image Based on Long Time Series Data. Journal of Artificial Intelligence Practice (2024) Vol. 7: 116-123. DOI: http://dx.doi.org/10.23977/jaip.2024.070118.

REFERENCES

[1] Chen Fu, Zeng Siyan, Ge Xiaoping, et al. Identification of fallow priority areas in China under resource and environmental constraints. Journal of Agricultural Engineering, 2021, 37 (22): 226-235.
[2] Zhou Nan, Yang Peng, Wei Chunshan, et al. Method for precise extraction of cultivated land in mountainous area at block scale. Journal of Agricultural Engineering, 2021, 37 (19): 260-266.
[3] Yuan Xiaoni, Lu Chunyang, Lv Kaiyun, et al. Research progress and prospect of cultivated land conversion in China. China Agricultural Resources and Regionalization, 2019, 40 (1): 128-133.
[4] Li Fangting, Zhang Guo, Shi Tingting, et al. Classification system and application of remote sensing interpretation samples of cultivated land conversion. Journal of Agricultural Engineering, 2022, 38 (15): 297-304.
[5] Kaiming He, Jian Sun, and Xiaoou Tang. Single Image Haze Removal Using Dark Channel Prior. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2011.
[6] You Qian. Research on the Clear Method of Fog Degraded Image. Kunming University of Science and Technology, 2013.
[7] Kong Qinghong. Research and implementation of UAV aerial image defogging algorithm based on dark channel prior. Ocean University of China, 2014.
[8] Fang Zhou. Research on Fog Image Clearing Method Based on Dark Primary Color Theory. Chongqing Jiaotong University, 2015.
[9] Fu Hui, Wu Bin, Li Linfei, et al. Haze image sharpness restoration based on dark primary prior. Computer Engineering, 2016, 42(7): 232-237.
[10] Wang Ping, Cheng Hao, Luo Yingxin. Color remote sensing image enhancement based on hue invariance. Chinese Journal of Image and Graphics, 2007, 12(7): 1173-1177.
[11] Li Guo, Zhang Jun, Gong Zhihui. Color preserving direct linear enhancement method for color remote sensing images. Geospatial Information, 2012, 10(5).

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