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ORCIDLincoln Linlin Xu
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2020 – today
- 2026
[c2]Zhengsen Xu, Sibo Cheng, Lanying Wang, Hongjie He, Wentao Sun, Jonathan Li, Lincoln Linlin Xu:
BCWildfire: A Long-term Multi-factor Dataset and Deep Learning Benchmark for Boreal Wildfire Risk Prediction. AAAI 2026: 39486-39494- [c1]Jayden Hsiao, Aryan Kalia, Zhonghao Zhang, Hudson Sun, Muhammed Patel, David A. Clausi, Lincoln Linlin Xu, Becky Segal, Joel Heath:
Human-in-the-Loop Eider Duck Counting in Arctic Canada with an Open-Vocabulary Multi-Species Wildlife Detector. AAAI 2026: 39978-39986 - [i14]Zhengsen Xu, Lanying Wang, Sibo Cheng, Xue Rui, Kyle Gao
, Yimin Zhu, Mabel Heffring, Zack Dewis, Saeid Taleghanidoozdoozan, Megan Greenwood, Motasem Alkayid, Quinn Ledingham, Hongjie He, Jonathan Li, Lincoln Linlin Xu:
Trustworthy Data-Driven Wildfire Risk Prediction and Understanding in Western Canada. CoRR abs/2601.01677 (2026) - [i13]David Szczecina, Hudson Sun, Anthony Bertnyk, Niloofar Azad, Kyle Gao, Lincoln Linlin Xu:
Sparse Data Tree Canopy Segmentation: Fine-Tuning Leading Pretrained Models on Only 150 Images. CoRR abs/2601.10931 (2026) - [i12]Yimin Zhu, Lincoln Linlin Xu, Zhengsen Xu, Zack Dewis, Mabel Heffring, Saeid Taleghanidoozdoozan, Motasem Alkayid, Quinn Ledingham, Megan Greenwood:
White-Box mHC: Electromagnetic Spectrum-Aware and Interpretable Stream Interactions for Hyperspectral Image Classification. CoRR abs/2601.15757 (2026) - [i11]Zack Dewis, Yimin Zhu, Zhengsen Xu, Mabel Heffring, Saeid Taleghanidoozdoozan, Quinn Ledingham, Lincoln Linlin Xu:
Clustering-Guided Spatial-Spectral Mamba for Hyperspectral Image Classification. CoRR abs/2601.16098 (2026) - [i10]Yimin Zhu, Zack Dewis, Quinn Ledingham, Saeid Taleghanidoozdoozan, Mabel Heffring, Zhengsen Xu, Motasem Alkayid, Megan Greenwood, Lincoln Linlin Xu:
mHC-HSI: Clustering-Guided Hyper-Connection Mamba for Hyperspectral Image Classification. CoRR abs/2603.03418 (2026) - [i9]Mabel Heffring, Lincoln Linlin Xu:
Geographically-Weighted Weakly Supervised Bayesian High-Resolution Transformer for 200m Resolution Pan-Arctic Sea Ice Concentration Mapping and Uncertainty Estimation using Sentinel-1, RCM, and AMSR2 Data. CoRR abs/2603.03503 (2026) - [i8]Yimin Zhu, Lincoln Linlin Xu:
Unmixing-Guided Spatial-Spectral Mamba with Clustering Tokens for Hyperspectral Image Classification. CoRR abs/2604.09948 (2026) - [i7]Motasem Alkayid, Zhengsen Xu, Saeid Taleghanidoozdoozan, Yimin Zhu, Megan Greenwood, Quinn Ledingham, Zack Dewis, Mabel Heffring, Naser El-Sheimy, Lincoln Linlin Xu:
A Novel Graph-Regulated Disentangling Mamba Model with Sparse Tokens for Enhanced Tree Species Classification from MODIS Time Series. CoRR abs/2605.05549 (2026) - 2025
- [j1]Lincoln Linlin Xu, Yimin Zhu, Zack Dewis, Zhengsen Xu, Motasem Alkayid, Mabel Heffring, Saeid Taleghanidoozdoozan:
Sparse Deformable Mamba for Hyperspectral Image Classification. IEEE Geosci. Remote. Sens. Lett. 22: 1-5 (2025) - [i6]Lincoln Linlin Xu, Yimin Zhu, Zack Dewis, Zhengsen Xu, Motasem Alkayid, Mabel Heffring, Saeid Taleghanidoozdoozan:
Sparse Deformable Mamba for Hyperspectral Image Classification. CoRR abs/2504.09446 (2025) - [i5]Mabel Heffring, Lincoln Linlin Xu:
Bayesian Transformer for Pan-Arctic Sea Ice Concentration Mapping and Uncertainty Estimation using Sentinel-1, RCM, and AMSR2 Data. CoRR abs/2509.25437 (2025) - [i4]Zhengsen Xu, Yimin Zhu, Zack Dewis, Mabel Heffring, Motasem Alkayid, Saeid Taleghanidoozdoozan, Lincoln Linlin Xu:
Knowledge-Aware Mamba for Joint Change Detection and Classification from MODIS Times Series. CoRR abs/2510.09679 (2025) - [i3]Zack Dewis, Yimin Zhu, Zhengsen Xu, Mabel Heffring, Saeid Taleghanidoozdoozan, Kaylee Xiao, Motasem Alkayid, Lincoln Linlin Xu:
Multitask GLocal OBIA-Mamba for Sentinel-2 Landcover Mapping. CoRR abs/2511.10604 (2025) - [i2]Zhengsen Xu, Sibo Cheng, Lanying Wang, Hongjie He, Wentao Sun, Jonathan Li, Lincoln Linlin Xu:
BCWildfire: A Long-term Multi-factor Dataset and Deep Learning Benchmark for Boreal Wildfire Risk Prediction. CoRR abs/2511.17597 (2025) - [i1]Yimin Zhu, Lincoln Linlin Xu:
Diffusion Posterior Sampler for Hyperspectral Unmixing with Spectral Variability Modeling. CoRR abs/2512.09871 (2025)
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