Title :
Multi-temporal cloud and snow detection algorithm for the HJ-1A/B CCD imagery of China
Author :
Jinhu Bian ; Ainong Li ; Huaan Jin ; Wei Zhao ; Guangbin Lei ; Chengquan Huang
Author_Institution :
Inst. of Mountain Hazards & Environ., Chengdu, China
Abstract :
How to accurately detect cloud and snow in the remote sensing imagery is an open problem for the remote sensing application. For only visible and near infrared band in HJ-1A/B CCD images, the cloud detection algorithm using the shortwave infrared and thermal infrared band is restricted by the band-lacking problem. Based on the multi-temporal information of the HJ-1A/B CCD images, a new algorithm is proposed in this paper. Using available images in one month, a cloud-free reference image was firstly composed. Then, the cloud and snow pixel are separated through the difference of the blue band between the reference and each date. Subsequently, the regional covariance matrix is computed further to eliminate the non-cloud pixels. The test result shows that, the overall accuracy is about 85.96% to 93%. It indicates that the proposed method can integrate the temporal and texture information to improve detection accuracy for the cloud and snow.
Keywords :
CCD image sensors; atmospheric optics; clouds; covariance matrices; geophysical image processing; hydrological techniques; remote sensing; snow; China; HJ-1A CCD imagery; HJ-1B CCD imagery; band lacking problem; cloud detection accuracy; cloud free reference image; multitemporal cloud detection algorithm; multitemporal information; multitemporal snow detection algorithm; near infrared band CCD images; regional covariance matrix; remote sensing imagery; shortwave infrared band; snow detection accuracy; thermal infrared band; visible band CCD images; Accuracy; Charge coupled devices; Covariance matrices; Reflectivity; Remote sensing; Satellites; Snow; HJ-1A/B CCD; Multi-temporal cloud/snow detection; Regional covariance matrix;
Conference_Titel :
Geoscience and Remote Sensing Symposium (IGARSS), 2014 IEEE International
Conference_Location :
Quebec City, QC
DOI :
10.1109/IGARSS.2014.6946469