Katharine Andrea Scott

46 papers B 1C 13Journal 30Unranked 2
YearRankTypeTitle / Venue / Authors
2025 J jnl
A Weakly Supervised Learning Approach for Sea Ice Stage of Development Classification From AI4Arctic Sea Ice Challenge Dataset.
IEEE Trans. Geosci. Remote. Sens.
Xinwei Chen, Muhammed Patel, Linlin Xu, Yuhao Chen, Katharine Andrea Scott, David A. Clausi
2025 J jnl
Fusing Ice Surface Temperature With the AI4Arctic Dataset for Improved Deep Learning-Based Sea Ice Mapping.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Lily de Loë, David A. Clausi, Katharine Andrea Scott
2025 J jnl
High Resolution Sea Ice Concentration Using a Sentinel-1 U-Net Ice-Water Classifier.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Jozef Rusin, Anthony P. Doulgeris, Katharine Andrea Scott, Thomas Lavergne, Catherine Taelman
2025 J jnl
Uncertainty Estimation of Lake Ice Cover Maps From a Random Forest Classifier Using MODIS TOA Reflectance Data.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Nastaran Saberi, Mohammad Hossein Shaker, Claude R. Duguay, Katharine Andrea Scott, Eyke Hüllermeier
2024 J jnl
A comparative study of data input selection for deep learning-based automated sea ice mapping.
Int. J. Appl. Earth Obs. Geoinformation
Xinwei Chen, Fernando J. Pena Cantu, Muhammed Patel, Linlin Xu, Neil C. Brubacher, Katharine Andrea Scott, David A. Clausi
2024 J jnl
Assessing Ice Break-Up Trends in Slave River Delta through Satellite Observations and Random Forest Modeling.
Remote. Sens.
Ida Moalemi, Homa Kheyrollah Pour, Katharine Andrea Scott
2024 C conf
Enhancing Sea Ice Type Classification from AI4Arctic Dataset Based On Regional Loss Representations.
IGARSS
Xinwei Chen, Muhammed Patel, Linlin Xu, Katharine Andrea Scott, David A. Clausi, Weimin Huang
2024 J jnl
Region-level labels in ice charts can produce pixel-level segmentation for Sea Ice types.
CoRR
Muhammed Patel, Xinwei Chen, Linlin Xu, Yuhao Chen, Katharine Andrea Scott, David A. Clausi
2024 B conf
Satellite Collision Avoidance Maneuver Planning in Low Earth Orbit Using Proximal Policy Optimization.
CEC
Sajjad Kazemi, Nasser L. Azad, Katharine Andrea Scott, Haroon B. Oqab, George B. Dietrich
2024 J jnl
Weakly Supervised Learning for Pixel-Level Sea Ice Concentration Extraction Using AI4Arctic Sea Ice Challenge Dataset.
IEEE Geosci. Remote. Sens. Lett.
Xinwei Chen, Muhammed Patel, Linlin Xu, Yuhao Chen, Katharine Andrea Scott, David A. Clausi
2023 J jnl
Calibration of Uncertainty in Sea Ice Concentration Retrieval With an Auxiliary Prediction Interval Estimator.
IEEE Geosci. Remote. Sens. Lett.
Xinwei Chen, Ray Valencia, Armina Soleymani, Linlin Xu, Katharine Andrea Scott
2023 C conf
Incidence Angle Dependence of Texture Features From Dual Polarization Radarsat-2 Sea Ice Imagery.
IGARSS
Fernando J. Pena Cantu, Xinwei Chen, Linlin Xu, Max Ian A. Manning, Katharine Andrea Scott, David A. Clausi
2023 J jnl
Predicting Sea Ice Concentration With Uncertainty Quantification Using Passive Microwave and Reanalysis Data: A Case Study in Baffin Bay.
IEEE Trans. Geosci. Remote. Sens.
Xinwei Chen, Ray Valencia, Armina Soleymani, Katharine Andrea Scott
2023 — conf
Sea ice classification with dual-polarized SAR imagery: a hierarchical pipeline.
WACV (Workshops)
Xinwei Chen, Katharine Andrea Scott, Mingzhe Jiang, Yuan Fang, Linlin Xu, David A. Clausi
2023 C conf
The Influence of Input Image Scale on Deep Learning-Based Beluga Whale Detection from Aerial Remote Sensing Imagery.
IGARSS
Muhammed Patel, Xinwei Chen, Linlin Xu, Fernando J. Pena Cantu, Javier Noa Turnes, Neil C. Brubacher, David A. Clausi, Katharine Andrea Scott
2023 C conf
Uncertainty-Incorporated Arctic Sea Ice Concentration Estimation Using Heteroscedastic Bayesian Neural Networks.
IGARSS
Xinwei Chen, Ray Valencia, Armina Soleymani, Katharine Andrea Scott, Mingzhe Jiang, Linln Xu, David A. Clausi
2023 J jnl
Uncertainty-Incorporated Ice and Open Water Detection on Dual-Polarized SAR Sea Ice Imagery.
IEEE Trans. Geosci. Remote. Sens.
Xinwei Chen, Katharine Andrea Scott, Linlin Xu, Mingzhe Jiang, Yuan Fang, David A. Clausi
2022 J jnl
Accounting for Label Errors When Training a Convolutional Neural Network to Estimate Sea Ice Concentration Using Operational Ice Charts.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Manveer Singh Tamber, Katharine Andrea Scott, Leif Toudal Pedersen
2022 J jnl
Efficient Shallow Network for River Ice Segmentation.
Remote. Sens.
Daniel Sola, Katharine Andrea Scott
2022 J jnl
Incorporating Aleatoric Uncertainties in Lake Ice Mapping Using RADARSAT-2 SAR Images and CNNs.
Remote. Sens.
Nastaran Saberi, Katharine Andrea Scott, Claude R. Duguay
2022 — conf
Uncertainty Analysis of Sea Ice and Open Water Classification on SAR Imagery Using a Bayesian CNN.
ICPR Workshops (3)
Xinwei Chen, Katharine Andrea Scott, David A. Clausi
2021 J jnl
Evaluation of a Neural Network With Uncertainty for Detection of Ice and Water in SAR Imagery.
IEEE Trans. Geosci. Remote. Sens.
Nazanin Asadi, Katharine Andrea Scott, Alexander S. Komarov, Mark Buehner, David A. Clausi
2021 C conf
Evaluation of a Neural Network on Sea Ice Concentration Estimation in MIZ Using Passive Microwave Data.
IGARSS
Armina Soleymani, Katharine Andrea Scott
2021 J jnl
Extended Categorical Triple Collocation for Evaluating Sea Ice/Open Water Data Sets.
IEEE Geosci. Remote. Sens. Lett.
Katharine Andrea Scott
2021 J jnl
RUF: Effective Sea Ice Floe Segmentation Using End-to-End RES-UNET-CRF with Dual Loss.
Remote. Sens.
Anmol Sharan Nagi, Devinder Kumar, Daniel Sola, Katharine Andrea Scott
2021 J jnl
Sea Ice Concentration Estimation: Using Passive Microwave and SAR Data With a U-Net and Curriculum Learning.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Keerthijan Radhakrishnan, Katharine Andrea Scott, David A. Clausi
2021 J jnl
The Use of a Monte Carlo Markov Chain Method for Snow-Depth Retrievals: A Case Study Based on Airborne Microwave Observations and Emission Modeling Experiments of Tundra Snow.
IEEE Trans. Geosci. Remote. Sens.
Nastaran Saberi, Richard E. J. Kelly, Jinmei Pan, Michael Durand, Joslin Goh, Katharine Andrea Scott
2020 C conf
A Multi-Scale Technique to Detect Marginal Ice Zones Using Convolutional Neural Networks.
IGARSS
Anmol Sharan Nagi, Manpreet Singh Minhas, Linlin Xu, Katharine Andrea Scott
2020 C conf
Identifying Sea Ice Ridging in SAR Imagery Using Convolutional Neural Networks.
IGARSS
Daniel Sola, Anmol Sharan Nagi, Katharine Andrea Scott
2019 J jnl
Assessment of Categorical Triple Collocation for Sea Ice/Open Water Observations: Application to the Gulf of Saint Lawrence.
IEEE Trans. Geosci. Remote. Sens.
Katharine Andrea Scott
2019 J jnl
Estimating Sea Ice Concentration From SAR: Training Convolutional Neural Networks With Passive Microwave Data.
IEEE Trans. Geosci. Remote. Sens.
Colin L. V. Cooke, Katharine Andrea Scott
2019 J jnl
Passive Microwave Melt Onset Retrieval Based on a Variable Threshold: Assessment in the Canadian Arctic Archipelago.
Remote. Sens.
Stephen Marshall, Katharine Andrea Scott, Randall K. Scharien
2017 J jnl
A hierarchical selective ensemble randomized neural network hybridized with heuristic feature selection for estimation of sea-ice thickness.
Appl. Intell.
Ahmad Mozaffari, Katharine Andrea Scott, Nasser L. Azad, Shoja'eddin Chenouri
2017 J jnl
A modular ridge randomized neural network with differential evolutionary distributor applied to the estimation of sea ice thickness.
Soft Comput.
Ahmad Mozaffari, Katharine Andrea Scott, Shoja'eddin Chenouri, Nasser L. Azad
2017 C conf
Ice concentration estimation in the gulf of St. Lawrence using fully convolutional neural network.
IGARSS
Lei Wang, Katharine Andrea Scott, David A. Clausi, Yan Xu
2017 J jnl
Improvement of Lake Ice Thickness Retrieval From MODIS Satellite Data Using a Thermodynamic Model.
IEEE Trans. Geosci. Remote. Sens.
Homa Kheyrollah Pour, Claude R. Duguay, Katharine Andrea Scott, Kyung-Kuk Kang
2017 J jnl
Sea Ice Concentration Estimation during Freeze-Up from SAR Imagery Using a Convolutional Neural Network.
Remote. Sens.
Lei Wang, Katharine Andrea Scott, David A. Clausi
2017 C conf
Sea ice and open water classification of sar imagery using cnn-based transfer learning.
IGARSS
Yan Xu, Katharine Andrea Scott
2016 J jnl
Automatic Detection of the Ice Edge in SAR Imagery Using Curvelet Transform and Active Contour.
Remote. Sens.
Jiange Liu, Katharine Andrea Scott, Ahmed Gawish, Paul W. Fieguth
2016 J jnl
Sea Ice Concentration Estimation During Melt From Dual-Pol SAR Scenes Using Deep Convolutional Neural Networks: A Case Study.
IEEE Trans. Geosci. Remote. Sens.
Lei Wang, Katharine Andrea Scott, Linlin Xu, David A. Clausi
2015 C conf
Curvelet based feature extraction of dynamic ice from SAR imagery.
IGARSS
Jiange Liu, Katharine Andrea Scott, Paul W. Fieguth
2014 C conf
A heuristic method to use ice andwater probabilities from SAR imagery to improve ice concentration estimates.
IGARSS
Zahra Ashouri, Katharine Andrea Scott
2014 J jnl
An Assessment of Sea-Ice Thickness Along the Labrador Coast From AMSR-E and MODIS Data for Operational Data Assimilation.
IEEE Trans. Geosci. Remote. Sens.
Katharine Andrea Scott, Mark Buehner, Tom Carrieres
2014 C conf
Automatic feature learning of SAR images for sea ice concentration estimation using feed-forward neural networks.
IGARSS
Lei Wang, Katharine Andrea Scott, David A. Clausi
2014 J jnl
Sea Ice Surface Temperature Estimation Using MODIS and AMSR-E Data Within a Guided Variational Model Along the Labrador Coast.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Katharine Andrea Scott, Edward Li, Alexander Wong
2013 C conf
Continuous sea ice thickness estimation using a joint MODIS and AMSR-E guided variational model.
IGARSS
Alexander Wong, Katharine Andrea Scott, Edward Li, Robert Amelard