Linlin Xu

Linlin Xu

University of Waterloo

H-index: 22

North America-Canada

About Linlin Xu

Linlin Xu, With an exceptional h-index of 22 and a recent h-index of 19 (since 2020), a distinguished researcher at University of Waterloo, specializes in the field of AI & machine learning, Hyperspectral LiDAR SAR, Environmental monitoring, Geospatial data science.

His recent articles reflect a diverse array of research interests and contributions to the field:

MMSeaIce: a collection of techniques for improving sea ice mapping with a multi-task model

A gap-filling method for satellite-derived chlorophyll-a time series based on neighborhood spatiotemporal information

Dynamic clustering transformer network for point cloud segmentation

Ensemble Learning Simulation Method for Hydraulic Characteristic Parameters of Emitters Driven by Limited Data

Incidence Angle Dependence of Texture Features From Dual Polarization Radarsat-2 Sea Ice Imagery

A Hierarchical Multitask U-Net for Automated Sea Ice Mapping from AI4Arctic Sea Ice Challenge Dataset

Weakly Supervised Learning for Pixel-level Sea Ice Concentration Extraction using AI4Arctic Sea Ice Challenge Dataset

Multi-Task Edge Detection for Building Vectorization From Aerial Images

Linlin Xu Information

University

Position

___

Citations(all)

1794

Citations(since 2020)

1478

Cited By

669

hIndex(all)

22

hIndex(since 2020)

19

i10Index(all)

46

i10Index(since 2020)

44

Email

University Profile Page

University of Waterloo

Google Scholar

View Google Scholar Profile

Linlin Xu Skills & Research Interests

AI & machine learning

Hyperspectral LiDAR SAR

Environmental monitoring

Geospatial data science

Top articles of Linlin Xu

Title

Journal

Author(s)

Publication Date

MMSeaIce: a collection of techniques for improving sea ice mapping with a multi-task model

The Cryosphere

Xinwei Chen

Muhammed Patel

Fernando J Pena Cantu

Jinman Park

Javier Noa Turnes

...

2024/4/8

A gap-filling method for satellite-derived chlorophyll-a time series based on neighborhood spatiotemporal information

International Journal of Applied Earth Observation and Geoinformation

Gaoxiang Zhou

Ming Liu

Linlin Xu

Liangzhi Li

2024/4/1

Dynamic clustering transformer network for point cloud segmentation

International Journal of Applied Earth Observation and Geoinformation

Dening Lu

Jun Zhou

Kyle Yilin Gao

Jing Du

Linlin Xu

...

2024/4/1

Ensemble Learning Simulation Method for Hydraulic Characteristic Parameters of Emitters Driven by Limited Data

Agronomy

Jingxin Yu

Lili Zhangzhong

Renping Lan

Xin Zhang

Linlin Xu

...

2023/3/27

Incidence Angle Dependence of Texture Features From Dual Polarization Radarsat-2 Sea Ice Imagery

Fernando J Pena Cantu

Xinwei Chen

Linlin Xu

Max Ian A Manning

K Andrea Scott

...

2023/7/16

A Hierarchical Multitask U-Net for Automated Sea Ice Mapping from AI4Arctic Sea Ice Challenge Dataset

Fernando J Pena Cantu

Xinwei Chen

Yizhe Liu

Kirtan Kanani

Jinman Park

...

2023/9/25

Weakly Supervised Learning for Pixel-level Sea Ice Concentration Extraction using AI4Arctic Sea Ice Challenge Dataset

IEEE Geoscience and Remote Sensing Letters

Xinwei Chen

Muhammed Patel

Linlin Xu

Yuhao Chen

K Andrea Scott

...

2023/11/30

Multi-Task Edge Detection for Building Vectorization From Aerial Images

IEEE Geoscience and Remote Sensing Letters

Yifan Wu

Linlin Xu

Lei Wang

Qi Chen

Yuhao Chen

...

2023/2/10

Region-Based Sea Ice Mapping Using Compact Polarimetric Synthetic Aperture Radar Imagery with Learned Features and Contextual Information

Remote Sensing

Saeid Taleghanidoozdoozan

Linlin Xu

David A Clausi

2023/6/20

A Hybrid Model of Primary Ensemble Empirical Mode Decomposition and Quantum Neural Network in Financial Time Series Prediction

Fluctuation and Noise Letters

Caifeng Wang

Yukun Yang

Linlin Xu

Alexander Wong

2023/8/30

Calibration of Uncertainty in Sea Ice Concentration Retrieval with an Auxiliary Prediction Interval Estimator

IEEE Geoscience and Remote Sensing Letters

Xinwei Chen

Ray Valencia

Armina Soleymani

K Andrea Scott

Linlin Xu

...

2023/11/7

Uncertainty-incorporated ice and open water detection on dual-polarized SAR sea ice imagery

IEEE Transactions on Geoscience and Remote Sensing

Xinwei Chen

K Andrea Scott

Linlin Xu

Mingzhe Jiang

Yuan Fang

...

2023/1/3

Spatial-Spectral ConvNeXt for Hyperspectral Image Classification

IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Yimin Zhu

Kexin Yuan

Wenlong Zhong

Linlin Xu

2023/6/5

Endmember Variable Mineral Mapping with Bayesian Convolutional Unmixing Network Using Prisma Hyperspectral Imagery

Yuan Fang

Alexander De Souza

Linlin Xu

Xinwei Chen

David A Clausi

2023/10/31

A Spatial–Temporal Bayesian Deep Image Prior Model for Moderate Resolution Imaging Spectroradiometer Temporal Mixture Analysis

Remote Sensing

Yuxian Wang

Rongming Zhuo

Linlin Xu

Yuan Fang

2023/7/29

Deep Fusion Transformer Network with Weighted Vector-Wise Keypoints Voting for Robust 6D Object Pose Estimation

Jun Zhou

Kai Chen

Linlin Xu

Qi Dou

Jing Qin

2023/10

Unsupervised Bayesian Subpixel Mapping Autoencoder Network for Hyperspectral Images

IEEE Transactions on Geoscience and Remote Sensing

Yuan Fang

Yuxian Wang

Linlin Xu

Yujia Chen

Alexander Wong

...

2023/5/11

The Influence of Input Image Scale on Deep Learning-Based Beluga Whale Detection from Aerial Remote Sensing Imagery

Muhammed Patel

Xinwei Chen

Linlin Xu

Fernando J Pena Cantu

Javier Noa Turnes

...

2023/7/16

MMSeaIce: Multi-task Mapping of Sea Ice Parameters from AI4Arctic Sea Ice Challenge Dataset

EGUsphere

Xinwei Chen

Muhammed Patel

Fernando Pena Cantu

Jinman Park

Javier Noa Turnes

...

2023/10/24

Sea Ice Classification With Dual-Polarized SAR Imagery: A Hierarchical Pipeline

Xinwei Chen

K Andrea Scott

Mingzhe Jiang

Yuan Fang

Linlin Xu

...

2023

See List of Professors in Linlin Xu University(University of Waterloo)