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ORCIDKatharine Andrea Scott
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2020 – today
- 2024
[j25]Xinwei Chen
, Fernando J. Pena Cantu, Muhammed Patel, Linlin Xu, Neil C. Brubacher, Katharine Andrea Scott, David A. Clausi:
A comparative study of data input selection for deep learning-based automated sea ice mapping. Int. J. Appl. Earth Obs. Geoinformation 131: 103920 (2024)- [j24]Xinwei Chen, Muhammed Patel, Linlin Xu, Yuhao Chen, Katharine Andrea Scott, David A. Clausi:
Weakly Supervised Learning for Pixel-Level Sea Ice Concentration Extraction Using AI4Arctic Sea Ice Challenge Dataset. IEEE Geosci. Remote. Sens. Lett. 21: 1-5 (2024) - [j23]Ida Moalemi, Homa Kheyrollah Pour, Katharine Andrea Scott:
Assessing Ice Break-Up Trends in Slave River Delta through Satellite Observations and Random Forest Modeling. Remote. Sens. 16(12): 2244 (2024) - [c16]Sajjad Kazemi, Nasser L. Azad, Katharine Andrea Scott, Haroon B. Oqab, George B. Dietrich:
Satellite Collision Avoidance Maneuver Planning in Low Earth Orbit Using Proximal Policy Optimization. CEC 2024: 1-9 - [c15]Xinwei Chen, Muhammed Patel, Linlin Xu, Katharine Andrea Scott, David A. Clausi, Weimin Huang:
Enhancing Sea Ice Type Classification from AI4Arctic Dataset Based On Regional Loss Representations. IGARSS 2024: 178-182 - [i1]Muhammed Patel, Xinwei Chen, Linlin Xu, Yuhao Chen, Katharine Andrea Scott, David A. Clausi:
Region-level labels in ice charts can produce pixel-level segmentation for Sea Ice types. CoRR abs/2405.10456 (2024) - 2023
- [j22]Xinwei Chen, Ray Valencia, Armina Soleymani, Linlin Xu, Katharine Andrea Scott:
Calibration of Uncertainty in Sea Ice Concentration Retrieval With an Auxiliary Prediction Interval Estimator. IEEE Geosci. Remote. Sens. Lett. 20: 1-5 (2023) - [j21]Xinwei Chen, Katharine Andrea Scott, Linlin Xu, Mingzhe Jiang, Yuan Fang, David A. Clausi:
Uncertainty-Incorporated Ice and Open Water Detection on Dual-Polarized SAR Sea Ice Imagery. IEEE Trans. Geosci. Remote. Sens. 61: 1-13 (2023) - [j20]Xinwei Chen, Ray Valencia, Armina Soleymani, Katharine Andrea Scott:
Predicting Sea Ice Concentration With Uncertainty Quantification Using Passive Microwave and Reanalysis Data: A Case Study in Baffin Bay. IEEE Trans. Geosci. Remote. Sens. 61: 1-13 (2023) - [c14]Xinwei Chen, Ray Valencia, Armina Soleymani, Katharine Andrea Scott, Mingzhe Jiang, Linln Xu, David A. Clausi:
Uncertainty-Incorporated Arctic Sea Ice Concentration Estimation Using Heteroscedastic Bayesian Neural Networks. IGARSS 2023: 141-144 - [c13]Fernando J. Pena Cantu, Xinwei Chen, Linlin Xu, Max Ian A. Manning, Katharine Andrea Scott, David A. Clausi:
Incidence Angle Dependence of Texture Features From Dual Polarization Radarsat-2 Sea Ice Imagery. IGARSS 2023: 172-175 - [c12]Muhammed Patel, Xinwei Chen, Linlin Xu, Fernando J. Pena Cantu, Javier Noa Turnes, Neil C. Brubacher, David A. Clausi, Katharine Andrea Scott:
The Influence of Input Image Scale on Deep Learning-Based Beluga Whale Detection from Aerial Remote Sensing Imagery. IGARSS 2023: 5732-5734 - [c11]Xinwei Chen, Katharine Andrea Scott, Mingzhe Jiang, Yuan Fang, Linlin Xu, David A. Clausi:
Sea ice classification with dual-polarized SAR imagery: a hierarchical pipeline. WACV (Workshops) 2023: 224-232 - 2022
- [j19]Nastaran Saberi, Katharine Andrea Scott, Claude R. Duguay:
Incorporating Aleatoric Uncertainties in Lake Ice Mapping Using RADARSAT-2 SAR Images and CNNs. Remote. Sens. 14(3): 644 (2022) - [j18]Daniel Sola, Katharine Andrea Scott:
Efficient Shallow Network for River Ice Segmentation. Remote. Sens. 14(10): 2378 (2022) - [j17]Manveer Singh Tamber, Katharine Andrea Scott, Leif Toudal Pedersen:
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. 15: 1502-1513 (2022) - [c10]Xinwei Chen, Katharine Andrea Scott, David A. Clausi:
Uncertainty Analysis of Sea Ice and Open Water Classification on SAR Imagery Using a Bayesian CNN. ICPR Workshops (3) 2022: 343-356 - 2021
- [j16]Katharine Andrea Scott:
Extended Categorical Triple Collocation for Evaluating Sea Ice/Open Water Data Sets. IEEE Geosci. Remote. Sens. Lett. 18(6): 959-963 (2021) - [j15]Anmol Sharan Nagi, Devinder Kumar, Daniel Sola, Katharine Andrea Scott:
RUF: Effective Sea Ice Floe Segmentation Using End-to-End RES-UNET-CRF with Dual Loss. Remote. Sens. 13(13): 2460 (2021) - [j14]Keerthijan Radhakrishnan, Katharine Andrea Scott, David A. Clausi:
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. 14: 5339-5351 (2021) - [j13]Nazanin Asadi, Katharine Andrea Scott, Alexander S. Komarov, Mark Buehner, David A. Clausi:
Evaluation of a Neural Network With Uncertainty for Detection of Ice and Water in SAR Imagery. IEEE Trans. Geosci. Remote. Sens. 59(1): 247-259 (2021) - [j12]Nastaran Saberi, Richard E. J. Kelly, Jinmei Pan, Michael Durand, Joslin Goh, Katharine Andrea Scott:
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. 59(3): 1876-1889 (2021) - [c9]Armina Soleymani, Katharine Andrea Scott:
Evaluation of a Neural Network on Sea Ice Concentration Estimation in MIZ Using Passive Microwave Data. IGARSS 2021: 5656-5659 - 2020
- [c8]Anmol Sharan Nagi, Manpreet Singh Minhas, Linlin Xu, Katharine Andrea Scott:
A Multi-Scale Technique to Detect Marginal Ice Zones Using Convolutional Neural Networks. IGARSS 2020: 3035-3038 - [c7]Daniel Sola, Anmol Sharan Nagi, Katharine Andrea Scott:
Identifying Sea Ice Ridging in SAR Imagery Using Convolutional Neural Networks. IGARSS 2020: 6930-6933
2010 – 2019
- 2019
- [j11]Stephen Marshall, Katharine Andrea Scott, Randall K. Scharien:
Passive Microwave Melt Onset Retrieval Based on a Variable Threshold: Assessment in the Canadian Arctic Archipelago. Remote. Sens. 11(11): 1304 (2019) - [j10]Colin L. V. Cooke, Katharine Andrea Scott:
Estimating Sea Ice Concentration From SAR: Training Convolutional Neural Networks With Passive Microwave Data. IEEE Trans. Geosci. Remote. Sens. 57(7): 4735-4747 (2019) - [j9]Katharine Andrea Scott:
Assessment of Categorical Triple Collocation for Sea Ice/Open Water Observations: Application to the Gulf of Saint Lawrence. IEEE Trans. Geosci. Remote. Sens. 57(12): 9659-9673 (2019) - 2017
- [j8]Ahmad Mozaffari, Katharine Andrea Scott, Nasser L. Azad, Shoja'eddin Chenouri:
A hierarchical selective ensemble randomized neural network hybridized with heuristic feature selection for estimation of sea-ice thickness. Appl. Intell. 46(1): 16-33 (2017) - [j7]Lei Wang, Katharine Andrea Scott, David A. Clausi:
Sea Ice Concentration Estimation during Freeze-Up from SAR Imagery Using a Convolutional Neural Network. Remote. Sens. 9(5): 408 (2017) - [j6]Ahmad Mozaffari, Katharine Andrea Scott, Shoja'eddin Chenouri, Nasser L. Azad:
A modular ridge randomized neural network with differential evolutionary distributor applied to the estimation of sea ice thickness. Soft Comput. 21(16): 4635-4659 (2017) - [j5]Homa Kheyrollah Pour, Claude R. Duguay, Katharine Andrea Scott, Kyung-Kuk Kang:
Improvement of Lake Ice Thickness Retrieval From MODIS Satellite Data Using a Thermodynamic Model. IEEE Trans. Geosci. Remote. Sens. 55(10): 5956-5965 (2017) - [c6]Yan Xu, Katharine Andrea Scott:
Sea ice and open water classification of sar imagery using cnn-based transfer learning. IGARSS 2017: 3262-3265 - [c5]Lei Wang, Katharine Andrea Scott, David A. Clausi, Yan Xu:
Ice concentration estimation in the gulf of St. Lawrence using fully convolutional neural network. IGARSS 2017: 4991-4994 - 2016
- [j4]Jiange Liu, Katharine Andrea Scott, Ahmed Gawish, Paul W. Fieguth:
Automatic Detection of the Ice Edge in SAR Imagery Using Curvelet Transform and Active Contour. Remote. Sens. 8(6): 480 (2016) - [j3]Lei Wang, Katharine Andrea Scott, Linlin Xu, David A. Clausi:
Sea Ice Concentration Estimation During Melt From Dual-Pol SAR Scenes Using Deep Convolutional Neural Networks: A Case Study. IEEE Trans. Geosci. Remote. Sens. 54(8): 4524-4533 (2016) - 2015
- [c4]Jiange Liu, Katharine Andrea Scott, Paul W. Fieguth:
Curvelet based feature extraction of dynamic ice from SAR imagery. IGARSS 2015: 3462-3465 - 2014
- [j2]Katharine Andrea Scott, Edward Li, Alexander Wong:
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. 7(9): 3685-3694 (2014) - [j1]Katharine Andrea Scott, Mark Buehner, Tom Carrieres:
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. 52(5): 2726-2737 (2014) - [c3]Lei Wang, Katharine Andrea Scott, David A. Clausi:
Automatic feature learning of SAR images for sea ice concentration estimation using feed-forward neural networks. IGARSS 2014: 3969-3971 - [c2]Zahra Ashouri, Katharine Andrea Scott:
A heuristic method to use ice andwater probabilities from SAR imagery to improve ice concentration estimates. IGARSS 2014: 4868-4871 - 2013
- [c1]Alexander Wong, Katharine Andrea Scott, Edward Li, Robert Amelard:
Continuous sea ice thickness estimation using a joint MODIS and AMSR-E guided variational model. IGARSS 2013: 4106-4109
Coauthor Index
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