Designing an Experiment to Investigate Subpixel Mapping as an Alternative Method to Obtain Land Use/Land Cover Maps
文献类型：SCI/SSCI论文
| 作者 | Ge Y. ; Jiang, Y.; Chen, Y. H.; Stein, A.; Jiang, D.; Jia, Y. X.
|
| 发表日期 | 2016 |
| 关键词 | subpixel mapping downscaling land use/land cover experimental design markov-random-field remote-sensing imagery hopfield neural-network shifted images sensed imagery pixel constraints dependence resolution pattern |
| 英文摘要 | Various subpixel mapping (SPM) methods have been proposed as downscaling techniques to reduce uncertainty in classifying mixed pixels. Such methods can provide category maps of a higher spatial resolution than the original input images. The aim of this study was to explore and validate the potential of SPM as an alternative method for obtaining land use/land cover (LULC) maps of regions where high-spatial-resolution LULC maps are unavailable. An experimental design was proposed to evaluate the feasibility of SPM for providing the alternative LULC maps. A case study was implemented in the Jingjinji region of China. SPM results for spatial resolutions of 500-100 m were derived from a single 1-km synthetic fraction image using two representative SPM methods. The 1-km synthetic fraction image was assumed to be error free. Accuracy assessment and analysis showed that overall accuracies of the SPM results were reduced from about 85% to 75% with increasing spatial resolution, and that producer's accuracies varied considerably from about 62% to 93%. SPM performed best when handling areal features in comparison with linear and point features. The highest accuracies were achieved for areas with the lowest complexity. The study concluded that the results from SPM could provide an alternative LULC data source with acceptable accuracy, especially in areas with low complexity and with a large proportion of areal features. |
| 出处 | Remote Sensing |
| 卷 | 8 |
| 期 | 5 |
| 语种 | 英语 |
| ISSN号 | 2072-4292 |
| DOI标识 | 10.3390/rs8050360 |
| 源URL | [http://ir.igsnrr.ac.cn/handle/311030/42954]  |
| 专题 | 资源利用与环境修复重点实验室_外文论文 |
| 推荐引用方式 GB/T 7714 | Ge Y.,Jiang, Y.,Chen, Y. H.,et al. Designing an Experiment to Investigate Subpixel Mapping as an Alternative Method to Obtain Land Use/Land Cover Maps. 2016. |
入库方式： OAI收割
来源：地理科学与资源研究所
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