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A. Sainju · SciRah

Researcher profile · Semantic Scholar

A. Sainju

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A. Sainju — researcher profile on SciRah

h-index: 12
Works: 28
Citations: 382

Most-cited papers

An attention U-Net model for detection of fine-scale hydrologic streamlines
Zewei Xu, Shao-Wen Wang, L. Stanislawski, Zhe Jiang +7 more
2021Environmental Modelling & Software55 citations Open access
Semantic Scholar
CurvaNet: Geometric Deep Learning based on Directional Curvature for 3D Shape Analysis
Wenchong He, Zhe Jiang, Cheng-Ming Zhang, A. Sainju
2020Knowledge Discovery and Data Mining45 citations
Semantic Scholar
Spatial Ensemble Learning for Heterogeneous Geographic Data with Class Ambiguity
Zhe Jiang, A. Sainju, Y. Li, S. Shekhar +1 more
2019ACM Transactions on Intelligent Systems and Technology32 citations
Semantic Scholar
Mapping Road Safety Features from Streetview Imagery
A. Sainju, Zhe Jiang
2019Trans. Data Sci.28 citations Open access
Semantic Scholar
Geographical Hidden Markov Tree for Flood Extent Mapping
Miao Xie, Zhe Jiang, A. Sainju
2018Knowledge Discovery and Data Mining28 citations
Semantic Scholar
Weakly Supervised Spatial Deep Learning for Earth Image Segmentation Based on Imperfect Polyline Labels
Zhe Jiang, Wenchong He, M. Kirby, A. Sainju +4 more
2022ACM Transactions on Intelligent Systems and Technology24 citations
Semantic Scholar
Parallel Grid-Based Colocation Mining Algorithms on GPUs for Big Spatial Event Data
A. Sainju, D. Aghajarian, Zhe Jiang, S. Prasad
2020IEEE Transactions on Big Data23 citations
Semantic Scholar
Grid-Based Colocation Mining Algorithms on GPU for Big Spatial Event Data: A Summary of Results
A. Sainju, Zhe Jiang
2017International Symposium on Spatial and Temporal Databases18 citations
Semantic Scholar
A Hidden Markov Contour Tree Model for Spatial Structured Prediction
A. Sainju, Wenchong He, Zhe Jiang
2022IEEE Transactions on Knowledge and Data Engineering16 citations Open access
Semantic Scholar
Earth Imagery Segmentation on Terrain Surface with Limited Training Labels: A Semi-supervised Approach based on Physics-Guided Graph Co-Training
Wenchong He, A. Sainju, Zhe Jiang, Da Yan +1 more
2022ACM Transactions on Intelligent Systems and Technology15 citations
Semantic Scholar
Geographical Hidden Markov Tree
Zhe Jiang, Miao Xie, A. Sainju
2021IEEE Transactions on Knowledge and Data Engineering14 citations Open access
Semantic Scholar
Hidden Markov Contour Tree: A Spatial Structured Model for Hydrological Applications
Zhe Jiang, A. Sainju
2019Knowledge Discovery and Data Mining13 citations
Semantic Scholar
Deep Neural Network for 3D Surface Segmentation based on Contour Tree Hierarchy
Wenchong He, A. Sainju, Zhe Jiang, Da Yan
2020SDM12 citations Open access
Semantic Scholar
Handbook of Big Geospatial Data
Martin Werner, Professorship Big, Geospatial Data, Yao-Yi Chiang +56 more
202111 citations
Semantic Scholar
Spatial Classification with Limited Observations Based on Physics-Aware Structural Constraint
A. Sainju, Wenchong He, Zhe Jiang, Da Yan +1 more
2020AAAI Conference on Artificial Intelligence8 citations Open access
Semantic Scholar
An Experimental Analysis of Windows Log Events Triggered by Malware
A. Sainju, T. Atkison
2017ACM Southeast Regional Conference8 citations
Semantic Scholar
A Hidden Markov Forest Model for Terrain-Aware Flood Inundation Mapping from Earth Imagery
Zhe Jiang, Yu-Pu Zhang, Saugat Adhikari, Da Yan +3 more
2023SDM6 citations
Semantic Scholar
An elevation-guided annotation tool for flood extent mapping on earth imagery (demo paper)
Saugat Adhikari, Da Yan, M. Sami, Jalal Khalil +4 more
2022SIGSPATIAL/GIS6 citations
Semantic Scholar
Mapping Road Safety Barriers Across Street View Image Sequences: A Hybrid Object Detection and Recurrent Model
Md Mostafijur Rahman, A. Sainju, Dan Yan, Zhe Jiang
2021GeoAI@SIGSPATIAL6 citations Open access
Semantic Scholar
Flood Inundation Mapping with Limited Observations Based on Physics-Aware Topography Constraint
A. Sainju, Wenchong He, Zhe Jiang, Da Yan +1 more
2021Frontiers in Big Data6 citations Open access
Semantic Scholar
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, A. Sainju
2020arXiv.org6 citations Open access
Semantic Scholar
Scaling Terrain-Aware Spatial Machine Learning for Flood Mapping on Large Scale Earth Imagery Data
Saugat Adhikari, Da Yan, Zhe Jiang, Jiao Han +4 more
2024ACM Trans. Spatial Algorithms Syst.4 citations Open access
Semantic Scholar
Colocation Mining: Estimating Neighborhood Relationships and Identifying Regional Patterns
Abigail Kelly, A. Sainju, Dipesh Shrestha, Ramchandra Rimal
2025ACM Southeast Regional Conference1 citations Open access
Semantic Scholar
Mining Colocation from Big Geo-Spatial Event Data on GPU
A. Sainju, Zhe Jiang
2020Handbook of Big Geospatial Data1 citations
Semantic Scholar
Deep Learning for Earth Image Segmentation based on Imperfect Polyline Labels with Annotation Errors
Zhe Jiang, M. Kirby, Wenchong He, A. Sainju
2020arXiv.org1 citations
Semantic Scholar
Bridging Spectral Statistics and Machine Learning for Semantic Road Network Analysis
Abigail Kelly, Ramchandra Rimal, A. Sainju
2026Geomatics0 citations Open access
Semantic Scholar
Scalable Terrain-Aware Flood Extent Mapping on Earth Imagery
Saugat Adhikari, D. Yan, Zhe Jiang, Jiao Han +4 more
2025SIGSPATIAL/GIS0 citations Open access
Semantic Scholar
Privacy Meets Conservation: Federated Learning’s Revolution in Deforestation Detection
Samir Poudel, A. Sainju, Kritagya Upadhyay
20252025 IEEE World AI IoT Congress (AIIoT)0 citations
Semantic Scholar

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