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Journal Articles
- 2022
[j9]Zhe Jiang
, Wenchong He, Marcus Stephen Kirby, Arpan Man Sainju, Shaowen Wang, Lawrence V. Stanislawski, Ethan Shavers, E. Lynn Usery:
Weakly Supervised Spatial Deep Learning for Earth Image Segmentation Based on Imperfect Polyline Labels. ACM Trans. Intell. Syst. Technol. 13(2): 25:1-25:20 (2022)- [j8]Wenchong He, Arpan Man Sainju, Zhe Jiang, Da Yan, Yang Zhou:
Earth Imagery Segmentation on Terrain Surface with Limited Training Labels: A Semi-supervised Approach based on Physics-Guided Graph Co-Training. ACM Trans. Intell. Syst. Technol. 13(2): 26:1-26:22 (2022) - [j7]Arpan Man Sainju, Wenchong He, Zhe Jiang:
A Hidden Markov Contour Tree Model for Spatial Structured Prediction. IEEE Trans. Knowl. Data Eng. 34(4): 1530-1543 (2022) - 2021
- [j6]Zewei Xu, Shaowen Wang, Lawrence V. Stanislawski, Zhe Jiang, Nattapon Jaroenchai, Arpan Man Sainju, Ethan Shavers, E. Lynn Usery, Li Chen, Zhiyu Li, Bin Su:
An attention U-Net model for detection of fine-scale hydrologic streamlines. Environ. Model. Softw. 140: 104992 (2021) - [j5]Arpan Man Sainju, Wenchong He, Zhe Jiang, Da Yan, Haiquan Chen:
Flood Inundation Mapping with Limited Observations Based on Physics-Aware Topography Constraint. Frontiers Big Data 4: 707951 (2021) - [j4]Zhe Jiang, Miao Xie, Arpan Man Sainju:
Geographical Hidden Markov Tree. IEEE Trans. Knowl. Data Eng. 33(2): 506-520 (2021) - 2020
- [j3]Arpan Man Sainju, Danial Aghajarian, Zhe Jiang, Sushil K. Prasad:
Parallel Grid-Based Colocation Mining Algorithms on GPUs for Big Spatial Event Data. IEEE Trans. Big Data 6(1): 107-118 (2020) - [j2]Arpan Man Sainju, Zhe Jiang:
Mapping Road Safety Features from Streetview Imagery: A Deep Learning Approach. Trans. Data Sci. 1(3): 15:1-15:20 (2020) - 2019
- [j1]Zhe Jiang, Arpan Man Sainju, Yan Li, Shashi Shekhar, Joseph F. Knight:
Spatial Ensemble Learning for Heterogeneous Geographic Data with Class Ambiguity. ACM Trans. Intell. Syst. Technol. 10(4): 43:1-43:25 (2019)
Conference and Workshop Papers
- 2023
- [c10]Zhe Jiang, Yupu Zhang, Saugat Adhikari, Da Yan, Arpan Man Sainju, Xiaowei Jia, Yiqun Xie:
A Hidden Markov Forest Model for Terrain-Aware Flood Inundation Mapping from Earth Imagery. SDM 2023: 316-324 - 2022
- [c9]Saugat Adhikari, Da Yan, Mirza Tanzim Sami, Jalal Khalil, Lyuheng Yuan, Bhadhan Roy Joy, Zhe Jiang, Arpan Man Sainju:
An elevation-guided annotation tool for flood extent mapping on earth imagery (demo paper). SIGSPATIAL/GIS 2022: 28:1-28:4 - 2021
- [c8]Md Mostafijur Rahman, Arpan Man Sainju, Da Yan, Zhe Jiang:
Mapping Road Safety Barriers Across Street View Image Sequences: A Hybrid Object Detection and Recurrent Model. GeoAI@SIGSPATIAL 2021: 47-50 - [c7]Wenchong He, Arpan Man Sainju, Zhe Jiang, Da Yan:
Deep Neural Network for 3D Surface Segmentation based on Contour Tree Hierarchy. SDM 2021: 253-261 - 2020
- [c6]Arpan Man Sainju, Wenchong He, Zhe Jiang, Da Yan:
Spatial Classification with Limited Observations Based on Physics-Aware Structural Constraint. AAAI 2020: 898-905 - [c5]Wenchong He, Zhe Jiang, Chengming Zhang, Arpan Man Sainju:
CurvaNet: Geometric Deep Learning based on Directional Curvature for 3D Shape Analysis. KDD 2020: 2214-2224 - 2019
- [c4]Zhe Jiang, Arpan Man Sainju:
Hidden Markov Contour Tree: A Spatial Structured Model for Hydrological Applications. KDD 2019: 804-813 - 2018
- [c3]Miao Xie, Zhe Jiang, Arpan Man Sainju:
Geographical Hidden Markov Tree for Flood Extent Mapping. KDD 2018: 2545-2554 - 2017
- [c2]Arpan Man Sainju, Travis Atkison:
An Experimental Analysis of Windows Log Events Triggered by Malware. ACM Southeast Regional Conference 2017: 195-198 - [c1]Arpan Man Sainju, Zhe Jiang:
Grid-Based Colocation Mining Algorithms on GPU for Big Spatial Event Data: A Summary of Results. SSTD 2017: 263-280
Informal and Other Publications
- 2020
- [i6]Zhe Jiang, Arpan Man Sainju:
A Hidden Markov Tree Model for Flood Extent Mapping in Heavily Vegetated Areas based on High Resolution Aerial Imagery and DEM: A Case Study on Hurricane Matthew Floods. CoRR abs/2008.11230 (2020) - [i5]Wenchong He, Arpan Man Sainju, Zhe Jiang, Da Yan:
Deep Neural Network for 3D Surface Segmentation based on Contour Tree Hierarchy. CoRR abs/2008.11269 (2020) - [i4]Arpan Man Sainju, Wenchong He, Zhe Jiang, Da Yan, Haiquan Chen:
Spatial Classification With Limited Observations Based On Physics-Aware Structural Constraint. CoRR abs/2009.01072 (2020) - [i3]Zhe Jiang, Marcus Stephen Kirby, Wenchong He, Arpan Man Sainju:
Deep Learning for Earth Image Segmentation based on Imperfect Polyline Labels with Annotation Errors. CoRR abs/2010.00757 (2020) - 2019
- [i2]Arpan Man Sainju, Zhe Jiang:
Mapping road safety features from streetview imagery: A deep learning approach. CoRR abs/1907.12647 (2019) - 2018
- [i1]Miao Xie, Zhe Jiang, Arpan Man Sainju:
Geographical Hidden Markov Tree for Flood Extent Mapping (With Proof Appendix). CoRR abs/1805.09757 (2018)
Coauthor Index
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