Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLI-B1, 1085-1091, 2016
https://doi.org/10.5194/isprs-archives-XLI-B1-1085-2016
© Author(s) 2016. This work is distributed under
the Creative Commons Attribution 3.0 License.
 
07 Jun 2016
AN INTEGRATIVE OBJECT-BASED IMAGE ANALYSIS WORKFLOW FOR UAV IMAGES
Huai Yu1,2, Tianheng Yan1, Wen Yang1,2, and Hong Zheng1,2 1School of Electronic Information, Wuhan University, Wuhan, China
2Wuhan University DJI Joint Laboratory of Unmanned Aerial Vehicles, Wuhan University, Wuhan, China
Keywords: UAV Images, Image Stitching, Binary Partition Tree, OBIA, Hierarchical Segmentation Abstract. In this work, we propose an integrative framework to process UAV images. The overall process can be viewed as a pipeline consisting of the geometric and radiometric corrections, subsequent panoramic mosaicking and hierarchical image segmentation for later Object Based Image Analysis (OBIA). More precisely, we first introduce an efficient image stitching algorithm after the geometric calibration and radiometric correction, which employs a fast feature extraction and matching by combining the local difference binary descriptor and the local sensitive hashing. We then use a Binary Partition Tree (BPT) representation for the large mosaicked panoramic image, which starts by the definition of an initial partition obtained by an over-segmentation algorithm, i.e., the simple linear iterative clustering (SLIC). Finally, we build an object-based hierarchical structure by fully considering the spectral and spatial information of the super-pixels and their topological relationships. Moreover, an optimal segmentation is obtained by filtering the complex hierarchies into simpler ones according to some criterions, such as the uniform homogeneity and semantic consistency. Experimental results on processing the post-seismic UAV images of the 2013 Ya’an earthquake demonstrate the effectiveness and efficiency of our proposed method.
Conference paper (PDF, 1158 KB)


Citation: Yu, H., Yan, T., Yang, W., and Zheng, H.: AN INTEGRATIVE OBJECT-BASED IMAGE ANALYSIS WORKFLOW FOR UAV IMAGES, Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLI-B1, 1085-1091, https://doi.org/10.5194/isprs-archives-XLI-B1-1085-2016, 2016.

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