Title :
Exploring some issues of sub-pixel mapping based on directly spatial attraction
Author :
Zhang, Jian ; Chen, Xiaoling ; Gan, WenXia ; Yin, Shoujin ; Wu, Hao
Author_Institution :
Coll. of Resources & Environ., Huazhong Agric. Univ., Wuhan, China
Abstract :
With pixel un-mixing, the omission of pixel caused by mixed pixel can be resolved so as to improve the classification accuracy. But the trouble is only the proportion of each end member object in one pixel which can be got through pixel un-mixing, while the spatial distribution of is uncertain. The objective of this study is to introduce the sub-pixel mapping based on spatial attraction model and explore some issues of it, such as neighboring pixels selection and spatial attraction normalization. As the experiments proven, the sub-pixel mapping could get better result by the eight neighboring pixels selecting mode and normalizing by sub-pixel mode in most cases.
Keywords :
geophysical image processing; terrain mapping; directly spatial attraction; neighboring pixels selection; pixel un-mixing; spatial attraction model; spatial attraction normalization; spatial distribution; subpixel mapping; Accuracy; Analytical models; Hopfield neural networks; Pixel; Remote sensing; Spatial resolution; Sub-pixel mapping; neighbouring pixels selecting; spatial attraction normalizing;
Conference_Titel :
Geoscience and Remote Sensing Symposium (IGARSS), 2010 IEEE International
Conference_Location :
Honolulu, HI
Print_ISBN :
978-1-4244-9565-8
Electronic_ISBN :
2153-6996
DOI :
10.1109/IGARSS.2010.5652045