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Arpan Man Sainju
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An attention U-Net model for detection of fine-scale hydrologic streamlines
Z Xu, S Wang, LV Stanislawski, Z Jiang, N Jaroenchai, AM Sainju, ...
Environmental Modelling & Software 140, 104992, 2021
372021
CurvaNet: Geometric deep learning based on directional curvature for 3D shape analysis
W He, Z Jiang, C Zhang, AM Sainju
Proceedings of the 26th ACM SIGKDD International Conference on Knowledge …, 2020
312020
Parallel grid-based colocation mining algorithms on GPUs for big spatial event data
AM Sainju, D Aghajarian, Z Jiang, S Prasad
IEEE Transactions on Big Data 6 (1), 107-118, 2018
292018
Geographical hidden markov tree for flood extent mapping
M Xie, Z Jiang, AM Sainju
Proceedings of the 24th ACM SIGKDD International Conference on Knowledge …, 2018
262018
Spatial ensemble learning for heterogeneous geographic data with class ambiguity
Z Jiang, AM Sainju, Y Li, S Shekhar, J Knight
ACM Transactions on Intelligent Systems and Technology (TIST) 10 (4), 1-25, 2019
242019
Grid-based colocation mining algorithms on gpu for big spatial event data: A summary of results
AM Sainju, Z Jiang
Advances in Spatial and Temporal Databases: 15th International Symposium …, 2017
192017
Geographical hidden Markov tree
Z Jiang, M Xie, AM Sainju
IEEE Transactions on Knowledge and Data Engineering 33 (2), 506-520, 2019
182019
Mapping road safety features from streetview imagery: A deep learning approach
AM Sainju, Z Jiang
ACM Transactions on Data Science 1 (3), 1-20, 2020
142020
A hidden markov contour tree model for spatial structured prediction
AM Sainju, W He, Z Jiang
IEEE Transactions on Knowledge and Data Engineering 34 (4), 1530-1543, 2020
142020
Hidden markov contour tree: A spatial structured model for hydrological applications
Z Jiang, AM Sainju
Proceedings of the 25th ACM SIGKDD International Conference on Knowledge …, 2019
142019
An experimental analysis of Windows log events triggered by malware
AM Sainju, T Atkison
Proceedings of the SouthEast Conference, 195-198, 2017
92017
Spatial classification with limited observations based on physics-aware structural constraint
AM Sainju, W He, Z Jiang, D Yan
Proceedings of the AAAI Conference on Artificial Intelligence 34 (01), 898-905, 2020
82020
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
Z Jiang, AM Sainju
International Journal of Remote Sensing 42 (3), 1160-1179, 2021
72021
Weakly supervised spatial deep learning for earth image segmentation based on imperfect polyline labels
Z Jiang, W He, MS Kirby, AM Sainju, S Wang, LV Stanislawski, ...
ACM Transactions on Intelligent Systems and Technology (TIST) 13 (2), 1-20, 2022
62022
Deep neural network for 3D surface segmentation based on contour tree hierarchy
W He, AM Sainju, Z Jiang, D Yan
Proceedings of the 2021 SIAM International Conference on Data Mining (SDM …, 2021
62021
Mapping road safety barriers across street view image sequences: A hybrid object detection and recurrent model
MM Rahman, AM Sainju, D Yan, Z Jiang
Proceedings of the 4th ACM SIGSPATIAL International Workshop on AI for …, 2021
32021
Flood inundation mapping with limited observations based on physics-aware topography constraint
AM Sainju, W He, Z Jiang, D Yan, H Chen
Frontiers in big Data 4, 707951, 2021
32021
A Hidden Markov Forest Model for Terrain-Aware Flood Inundation Mapping from Earth Imagery
Z Jiang, Y Zhang, S Adhikari, D Yan, AM Sainju, X Jia, Y Xie
Proceedings of the 2023 SIAM International Conference on Data Mining (SDM …, 2023
12023
Mining colocation from big geo-spatial event data on gpu
AM Sainju, Z Jiang
Handbook of Big Geospatial Data, 241-259, 2020
12020
Geographical Hidden Markov Tree for Flood Extent Mapping (With Proof Appendix)
M Xie, Z Jiang, AM Sainju
arXiv preprint arXiv:1805.09757, 2018
12018
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