Publications

Peer-Reviewed Publications

  1. A. M. Filippi*, I. Guneralp, C. R. Castillo, A. Ma, G. Paulus,, and K. H. Anders, "Comparison of Image Endmember- and Object-based Classification of Very High-Spatial-Resolution Unmanned Aircraft Systems (UAS) Narrow-band Images for Mapping Riparian Forests and Other Land Covers", Land, submitted, 2021.

  2. X. Li*, H. Ning, B. Dadashova, A. Ma, Y. Kang, and X. Huang, "Urban Infrastructure Audit: An Effective Protocol to Digitize Signalized Intersections by Mining Street View Images", Cartography and Geographic Information Science, 1-18, 2021.

  3. A. Ma*, and A. M. Filippi, "Computationally-efficient Sequential Feature Extraction for Single Hyperspectral Remote-sensing Image Classification", Abstract of the ICA, 2021.

  4. E. A. Coleman*, B. Schultz, V. Ramprasad, H. Fischer, P. Rana, A. M. Filippi, B. Guneralp, A. Ma, C. R. Solorzano, V. Guleria, R. Rana, and F. Fleischman, "Decades of Tree Planting in Northern India Had Little Effect on Forest Density and Rural Livelihoods", Nature Sustainability, 2021.

  5. D. Huo*, Z. Chi, and A. Ma, "Modeling Surface Processes on Debris-Covered Glaciers: A Review with Reference to the High Mountain Asia", Water, 13(1): 101, 2021.

  6. A. Ma*, A. M. Filippi, Z. Wang, Z. Yin, D. Huo, X. Li, and B. Guneralp, "Fast Sequential Feature Extraction for Recurrent Neural Network-based Hyperspectral Image Classification", IEEE Transactions on Geoscience and Remote Sensing (IEEE TGRS), 2020.

  7. A. Ma*, and A. M. Filippi, "Hyperspectral Image Classification Via Object-oriented Segmentation-based Sequential Feature Extraction and Recurrent Neural Network", 2020 IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2020.

  8. Z. Yin*, D. W. Goldberg, T. Hammond, C. Zhang, A. Ma, and X. Li, "A Probabilistic Framework for Improving Reverse Geocoding Output", Transactions in GIS, 24(3), 656-680, 2020.

  9. A. Ma*, and A. M. Filippi, "A Novel Spatial Recurrent Neural Network for Hyperspectral Imagery Classification", Abstract of the ICA, 1, 2019.

  10. X. Li*, T. Chu, D. W. Goldberg, and A. Ma, "Enhancing Driving Safety: Discovering Individualized Hazardous Driving Scenes using GIS and Mobile Sensing", Transactions in GIS, 23(3), 538-557, 2019.

  11. Z. Yin*, A. Ma, and D. W. Goldberg, "A Deep Learning Approach for Rooftop Geocoding", Transactions in GIS, 23(3), 495-514, 2019.

  12. A. Ma*, A. M. Filippi, Z. Wang, and Z. Yin," Hyperspectral Image Classification using Similarity Measurements-Based Deep Recurrent Neural Networks", Remote Sensing, 11(2): 194, 2019.

  13. L. Ma*, A. Ma, C. Ju, and X. Li, "Graph-based Semi-supervised Learning for Spectral-spatial Hyperspectral Image Classification", Pattern Recognition Letters, 83: 133-142, 2016.

  14. X. Liu*, J. Zhang, Z. Zhao, and A. Ma, "Built-up Areas Extraction in High Resolution SAR Imagery based on the Method of Multiple Feature Weighted Fusion", International Archives of the Photogrammetry, Remote Sensing & Spatial Information Sciences, 40, 2015.

  15. A. Ma*, and L. Ma, "Multi-feature based Label Propagation for Semi-supervised Classification of Hyperspectral Data", 2014 6th IEEE Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS), Lausanne, pp. 1-4, 2014.

Conference Presentations

  1. A. Ma*, and A. M. Filippi, "Computationally-efficient Sequential Feature Extraction For Single Hyperspectral Remote-sensing Image Classification", 30th International Cartographic Conference} (ICC), virtual, 2021.

  2. A. Ma*, A. M. Filippi, and B. Guneralp, "Hyperspectral Image Classification using Fast Sequential Feature Extraction and Recurrent Neural Networks", Annual Meetings of Association of American Geographers (AAG), virtual, 2021.

  3. A. Ma*, A. M. Filippi, Z. Wang, Z. Yin, D. Huo, X. Li, and B. Guneralp, "A Novel Sequential Feature-Extraction Approach for Hyperspectral Image Classification using a Recurrent Neural Network", American Geophysical Union Fall Meeting 2020 (AGU), virtual, 2020.

  4. A. Ma*, "GeoAI: Artificial Intelligence Applications In Geospatial Analysis", TxGIS Day 2020, Texas A&M University, 2020.

  5. A. Ma*, and A. M. Filippi, "Hyperspectral Image Classification Via Object-orientedSegmentation-based Sequential Feature Extraction and Recurrent Neural Network", 2020 IEEE International Geoscience and Remote Sensing Symposium (IGARSS), virtual, 2020.

  6. A. Ma*, "GeoAI: Artificial Intelligence Applications in Geospatial Images", GIS Day 2019, Texas A&M University, 2019.

  7. A. Ma*, A. M. Filippi, and Z. Yin, "A Novel Spatial-Similarity-based Recurrent Neural Network for Hyperspectral Imagery Classification", 29th International Cartographic Conference (ICC), Tokyo, Japan, 2019.

  8. A. Ma*, A. M. Filippi, and Z. Yin, "A Novel Recurrent Neural Networks based Framework for Hyperspectral Image Classification", Annual Meetings of Association of American Geographers (AAG), Washington, DC, 2019.

  9. A. M. Filippi*, I. Guneralp, A. Ma, C. Castillo, M. Han, J. Wade, H. Chen, B. Hales, D. Lu, N. Hernandez, and C. Attaway, "Mapping of Hurricane Harvey-induced Tree Blow-downs in a Coastal Floodplain Forest", Annual Meetings of Association of American Geographers (AAG), Washington, DC, 2019.

  10. A. Ma*, and A. M. Filippi, "Hyperspectral Remote-Sensing Image Classification using 3D Convolutional Neural Networks", Annual Meetings of Association of American Geographers (AAG), New Orleans, LA, 2018.

  11. A. M. Filippi*, A. Ma, and I. Guneralp, "Hyperspectral Floodplain-Forest Classification via Deep Learning", Annual Meetings of Association of American Geographers (AAG), New Orleans, LA, 2018.

  12. A. M. Filippi*, I. Guneralp, G. Paulus, C. Castillo, A. Ma, M. Erlacher, and K. Anders, "Pixel- and object-based Classification of Unmanned Aircraft Systems (UAS)-based Narrow-band Images for Riaprian Vegetation Mapping", Annual Meetings of Association of American Geographers (AAG), Boston, MA, 2017.

  13. A. Ma*, L. Ma, "Multi-feature based Label Propagation for Semi-supervised Classification of Hyperspectral Data", 2014 6th IEEE Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS), Lausanne, Switzerland, 2014.

Technical Reports

  1. I. Guneralp*, A. M. Filippi, C. Castillo, and A. Ma, "Spatio-Temporal Analysis of Multitemporal Hyperspectral Images", Carinthia University of Applied Sciences, Austria / Austrian Research Promotion Agency (FFG), 139p, 2017.