Wenchong He

Publication Activity (10 Years)

Years Active: 2020-2024
Publications (10 Years): 25

Top Topics

Weakly Supervised

Spatiotemporal Data

Top Venues

ACM Trans. Intell. Syst. Technol.

Publications

Richa Dutt, Collin Ortals, Wenchong He, Zachary Charles Curran, Christine Angelini, Alberto Canestrelli, Zhe Jiang
A Deep Learning Approach to Segment Coastal Marsh Tidal Creek Networks from High-Resolution Aerial Imagery. Remote. Sens. 16 (14) (2024)
Tingsong Xiao, Zelin Xu, Wenchong He, Jim Su, Yupu Zhang, Raymond Opoku, Ronald L. Ison, Jason Petho, Jiang Bian, Patrick James Tighe, Parisa Rashidi, Zhe Jiang
XTSFormer: Cross-Temporal-Scale Transformer for Irregular Time Event Prediction. CoRR (2024)
Zelin Xu, Tingsong Xiao, Wenchong He, Yu Wang, Zhe Jiang, Shigang Chen, Yiqun Xie, Xiaowei Jia, Da Yan, Yang Zhou
Spatial-Logic-Aware Weakly Supervised Learning for Flood Mapping on Earth Imagery. AAAI (2024)
Wenchong He, Zhe Jiang, Tingsong Xiao, Zelin Xu, Shigang Chen, Ronald Fick, Miles Medina, Christine Angelini
A Hierarchical Spatial Transformer for Massive Point Samples in Continuous Space. CoRR (2023)
Wenchong He, Zhe Jiang
Uncertainty Quantification of Deep Learning for Spatiotemporal Data: Challenges and Opportunities. CoRR (2023)
Wenchong He, Zhe Jiang, Tingsong Xiao, Zelin Xu, Shigang Chen, Ronald Fick, Miles Medina, Christine Angelini
A Hierarchical Spatial Transformer for Massive Point Samples in Continuous Space. NeurIPS (2023)
Zelin Xu, Tingsong Xiao, Wenchong He, Yu Wang, Zhe Jiang
Spatial Knowledge-Infused Hierarchical Learning: An Application in Flood Mapping on Earth Imagery. SIGSPATIAL/GIS (2023)
Zelin Xu, Tingsong Xiao, Wenchong He, Yu Wang, Zhe Jiang
Spatial Knowledge-Infused Hierarchical Learning: An Application in Flood Mapping on Earth Imagery. CoRR (2023)
Wenchong He, Zhe Jiang
A Survey on Uncertainty Quantification Methods for Deep Neural Networks: An Uncertainty Source Perspective. CoRR (2023)
Arpan Man Sainju, Wenchong He, Zhe Jiang
A Hidden Markov Contour Tree Model for Spatial Structured Prediction. IEEE Trans. Knowl. Data Eng. 34 (4) (2022)
Wenchong He, Zhe Jiang, Marcus Kriby, Yiqun Xie, Xiaowei Jia, Da Yan, Yang Zhou
Quantifying and Reducing Registration Uncertainty of Spatial Vector Labels on Earth Imagery. KDD (2022)
Wenchong He, Zhe Jiang
Semi-Supervised Learning With the EM Algorithm: A Comparative Study Between Unstructured and Structured Prediction. IEEE Trans. Knowl. Data Eng. 34 (6) (2022)
Zhe Jiang, Wenchong He, Marcus Stephen Kirby, Arpan Man Sainju, Shaowen Wang, Lawrence V. Stanislawski, Ethan Shavers, E. Lynn Usery
Weakly Supervised Spatial Deep Learning for Earth Image Segmentation Based on Imperfect Polyline Labels. ACM Trans. Intell. Syst. Technol. 13 (2) (2022)
Wenchong He, Minh N. Vu, Zhe Jiang, My T. Thai
An Explainer for Temporal Graph Neural Networks. GLOBECOM (2022)
Wenchong He, Arpan Man Sainju, Zhe Jiang, Da Yan, Yang Zhou
Earth Imagery Segmentation on Terrain Surface with Limited Training Labels: A Semi-supervised Approach based on Physics-Guided Graph Co-Training. ACM Trans. Intell. Syst. Technol. 13 (2) (2022)
Wenchong He, Minh N. Vu, Zhe Jiang, My T. Thai
An Explainer for Temporal Graph Neural Networks. CoRR (2022)
Zhe Jiang, Wenchong He, Marcus Stephen Kirby, Sultan Asiri, Da Yan
Weakly Supervised Spatial Deep Learning based on Imperfect Vector Labels with Registration Errors. KDD (2021)
Arpan Man Sainju, Wenchong He, Zhe Jiang, Da Yan, Haiquan Chen
Flood Inundation Mapping with Limited Observations Based on Physics-Aware Topography Constraint. Frontiers Big Data 4 (2021)
Wenchong He, Arpan Man Sainju, Zhe Jiang, Da Yan
Deep Neural Network for 3D Surface Segmentation based on Contour Tree Hierarchy. SDM (2021)
Wenchong He, Zhe Jiang
Semi-supervised Learning with the EM Algorithm: A Comparative Study between Unstructured and Structured Prediction. CoRR (2020)
Wenchong He, Arpan Man Sainju, Zhe Jiang, Da Yan
Deep Neural Network for 3D Surface Segmentation based on Contour Tree Hierarchy. CoRR (2020)
Arpan Man Sainju, Wenchong He, Zhe Jiang, Da Yan, Haiquan Chen
Spatial Classification With Limited Observations Based On Physics-Aware Structural Constraint. CoRR (2020)
Arpan Man Sainju, Wenchong He, Zhe Jiang, Da Yan
Spatial Classification with Limited Observations Based on Physics-Aware Structural Constraint. AAAI (2020)
Zhe Jiang, Marcus Stephen Kirby, Wenchong He, Arpan Man Sainju
Deep Learning for Earth Image Segmentation based on Imperfect Polyline Labels with Annotation Errors. CoRR (2020)
Wenchong He, Zhe Jiang, Chengming Zhang, Arpan Man Sainju
CurvaNet: Geometric Deep Learning based on Directional Curvature for 3D Shape Analysis. KDD (2020)