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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
392021
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
392020
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
312018
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
292019
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
282018
Geographical hidden Markov tree
Z Jiang, M Xie, AM Sainju
IEEE Transactions on Knowledge and Data Engineering 33 (2), 506-520, 2019
192019
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
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
172020
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
152020
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
152019
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
102021
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
92020
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
82022
An experimental analysis of Windows log events triggered by malware
AM Sainju, T Atkison
Proceedings of the SouthEast Conference, 195-198, 2017
82017
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
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
52021
Earth imagery segmentation on terrain surface with limited training labels: A semi-supervised approach based on physics-guided graph co-training
W He, AM Sainju, Z Jiang, D Yan, Y Zhou
ACM Transactions on Intelligent Systems and Technology (TIST) 13 (2), 1-22, 2022
32022
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
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
22023
Novel Geospatial Data Science Techniques for Interdisciplinary Applications
AM Sainju
The University of Alabama, 2021
12021
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