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 | 50 | 2021 |
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 | 48 | 2020 |
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 | 34 | 2018 |
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 | 33 | 2019 |
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 | 33 | 2018 |
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 | 21 | 2020 |
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 | 20 | 2020 |
Geographical hidden Markov tree Z Jiang, M Xie, AM Sainju IEEE Transactions on Knowledge and Data Engineering 33 (2), 506-520, 2019 | 20 | 2019 |
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 | 19 | 2019 |
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 | 19 | 2017 |
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 | 16 | 2022 |
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 | 13 | 2021 |
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 | 10 | 2022 |
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 | 10 | 2020 |
An experimental analysis of Windows log events triggered by malware AM Sainju, T Atkison Proceedings of the SouthEast Conference, 195-198, 2017 | 10 | 2017 |
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 | 9 | 2021 |
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 | 7 | 2021 |
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 | 3 | 2023 |
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 | 3 | 2021 |
An elevation-guided annotation tool for flood extent mapping on earth imagery (demo paper) S Adhikari, D Yan, MT Sami, J Khalil, L Yuan, BR Joy, Z Jiang, AM Sainju Proceedings of the 30th International Conference on Advances in Geographic …, 2022 | 1 | 2022 |