Arpan Man Sainju

According to our database, Arpan Man Sainju authored at least 23 papers between 2017 and 2023.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of three.

2023

A Hidden Markov Forest Model for Terrain-Aware Flood Inundation Mapping from Earth Imagery.

Zhe Jiang, Yupu Zhang, Saugat Adhikari, Da Yan, Arpan Man Sainju, Xiaowei Jia, Yiqun Xie

Proceedings of the 2023 SIAM International Conference on Data Mining, 2023

2022

A Hidden Markov Contour Tree Model for Spatial Structured Prediction.

Arpan Man Sainju, Wenchong He, Zhe Jiang

IEEE Trans. Knowl. Data Eng., 2022

Weakly Supervised Spatial Deep Learning for Earth Image Segmentation Based on Imperfect Polyline Labels.

Zhe Jiang, Wenchong He, Marcus Stephen Kirby, Arpan Man Sainju, Shaowen Wang, Lawrence V. Stanislawski, Ethan Shavers, E. Lynn Usery

ACM Trans. Intell. Syst. Technol., 2022

Earth Imagery Segmentation on Terrain Surface with Limited Training Labels: A Semi-supervised Approach based on Physics-Guided Graph Co-Training.

Wenchong He, Arpan Man Sainju, Zhe Jiang, Da Yan, Yang Zhou

ACM Trans. Intell. Syst. Technol., 2022

An elevation-guided annotation tool for flood extent mapping on earth imagery (demo paper).

Saugat Adhikari, Da Yan, Mirza Tanzim Sami, Jalal Khalil, Lyuheng Yuan, Bhadhan Roy Joy, Zhe Jiang, Arpan Man Sainju

Proceedings of the 30th International Conference on Advances in Geographic Information Systems, 2022

2021

Geographical Hidden Markov Tree.

Zhe Jiang, Miao Xie, Arpan Man Sainju

IEEE Trans. Knowl. Data Eng., 2021

Flood Inundation Mapping with Limited Observations Based on Physics-Aware Topography Constraint.

Arpan Man Sainju, Wenchong He, Zhe Jiang, Da Yan, Haiquan Chen

Frontiers Big Data, 2021

An attention U-Net model for detection of fine-scale hydrologic streamlines.

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

Environ. Model. Softw., 2021

Deep Neural Network for 3D Surface Segmentation based on Contour Tree Hierarchy.

Wenchong He, Arpan Man Sainju, Zhe Jiang, Da Yan

Proceedings of the 2021 SIAM International Conference on Data Mining, 2021

Mapping Road Safety Barriers Across Street View Image Sequences: A Hybrid Object Detection and Recurrent Model.

Md Mostafijur Rahman, Arpan Man Sainju, Da Yan, Zhe Jiang

Proceedings of the GeoAI@SIGSPATIAL 2021: Proceedings of the 4th ACM SIGSPATIAL International Workshop on AI for Geographic Knowledge Discovery, 2021

2020

Mapping Road Safety Features from Streetview Imagery: A Deep Learning Approach.

Arpan Man Sainju, Zhe Jiang

Trans. Data Sci., 2020

Parallel Grid-Based Colocation Mining Algorithms on GPUs for Big Spatial Event Data.

Arpan Man Sainju, Danial Aghajarian, Zhe Jiang, Sushil K. Prasad

IEEE Trans. Big Data, 2020

Deep Learning for Earth Image Segmentation based on Imperfect Polyline Labels with Annotation Errors.

Zhe Jiang, Marcus Stephen Kirby, Wenchong He, Arpan Man Sainju

CoRR, 2020

Spatial Classification With Limited Observations Based On Physics-Aware Structural Constraint.

Arpan Man Sainju, Wenchong He, Zhe Jiang, Da Yan, Haiquan Chen

CoRR, 2020

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.

Zhe Jiang, Arpan Man Sainju

CoRR, 2020

CurvaNet: Geometric Deep Learning based on Directional Curvature for 3D Shape Analysis.

Wenchong He, Zhe Jiang, Chengming Zhang, Arpan Man Sainju

Proceedings of the KDD '20: The 26th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2020

Spatial Classification with Limited Observations Based on Physics-Aware Structural Constraint.

Arpan Man Sainju, Wenchong He, Zhe Jiang, Da Yan

Proceedings of the Thirty-Fourth AAAI Conference on Artificial Intelligence, 2020

2019

Spatial Ensemble Learning for Heterogeneous Geographic Data with Class Ambiguity.

Zhe Jiang, Arpan Man Sainju, Yan Li, Shashi Shekhar, Joseph F. Knight

ACM Trans. Intell. Syst. Technol., 2019

Hidden Markov Contour Tree: A Spatial Structured Model for Hydrological Applications.

Zhe Jiang, Arpan Man Sainju

Proceedings of the 25th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining, 2019

2018

Geographical Hidden Markov Tree for Flood Extent Mapping (With Proof Appendix).

Miao Xie, Zhe Jiang, Arpan Man Sainju

CoRR, 2018

Geographical Hidden Markov Tree for Flood Extent Mapping.

Miao Xie, Zhe Jiang, Arpan Man Sainju

Proceedings of the 24th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining, 2018

2017

Grid-Based Colocation Mining Algorithms on GPU for Big Spatial Event Data: A Summary of Results.

Arpan Man Sainju, Zhe Jiang

Proceedings of the Advances in Spatial and Temporal Databases, 2017

An Experimental Analysis of Windows Log Events Triggered by Malware.

Arpan Man Sainju, Travis Atkison

Proceedings of the 2017 ACM Southeast Regional Conference, 2017