Publications

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Y. Yang, "Image Retrieval, Classification and Object Recognition Using Local Invariant Features in High Resolution Remote Sensing Imagery," PhD Dissertation, UC Merced, 2012.

S. Newsam and Y. Yang, "Multi-scale object models based on local invariant features with application to spatial extent estimation," International Conference on Geographic Information Science (GIScience): Workshop on Geographic Object Based Multi-Scale Analysis, 2012.

Y. Yang and S. Newsam, "Geographic image retrieval using local invariant features," IEEE Transactions on Geoscience and Remote Sensing, 51:2, pp. 818-832, 2012. [pdf]

Y. Yang and S. Newsam, "Estimating the spatial extents of geospatial objects using hierarchical models," IEEE Workshop on Applications of Computer Vision (WACV), 2012. (acceptance rate 43.8%) [pdf].

Y. Yang and S. Newsam, "Spatial pyramid co-occurrence for image classification," IEEE International Conference on Computer Vision (ICCV), 2011. (poster presentation acceptance rate 22.9%) [pdf].

S. Newsam, B. Edmunds, and A. Pierce, "PedSeg: GPS tracks as priors for overhead image segmentation (demo paper)," ACM International Conference on Advances in Geographic Information Systems (ACM SIGSPATIAL GIS), 2011. (demo paper acceptance rate 60.9%) [pdf]

Y. Yang and S. Newsam, "Bag-of-visual-words and spatial extensions for land-use classification," ACM International Conference on Advances in Geographic Information Systems (ACM SIGSPATIAL GIS), 2010. (full paper acceptance rate 20%) [pdf]

S. Newsam, D. Leung, J. Floreza, O. Caballero, and J. Pulido, "CBGIR: Content-based geographic image retrieval (demo paper)," ACM International Conference on Advances in Geographic Information Systems (ACM SIGSPATIAL GIS), 2010. (demo paper acceptance rate 63%) [pdf]