Automated detection of retrogressive thaw slumps in the high Arctic using high-resolution satellite imagery C Witharana, MR Udawalpola, AK Liljedahl, MKW Jones, BM Jones, ... Remote Sensing 14 (17), 4132, 2022 | 22 | 2022 |
Convolutional neural networks for automated built infrastructure detection in the arctic using sub-meter spatial resolution satellite imagery E Manos, C Witharana, MR Udawalpola, A Hasan, AK Liljedahl Remote Sensing 14 (11), 2719, 2022 | 10 | 2022 |
A multi-objective comparison of CNN architectures in Arctic human-built infrastructure mapping from sub-meter resolution satellite imagery E Manos, C Witharana, AS Perera, AK Liljedahl International Journal of Remote Sensing 44 (24), 7670-7705, 2023 | 3 | 2023 |
Ice-wedge polygon detection in satellite imagery from pan-Arctic regions, Permafrost Discovery Gateway, 2001-2021 C Witharana, MR Udawalpola, AS Perera, A Hasan, E Manos, A Liljedahl, ... NSF Arctic Data Center, 2023 | 3 | 2023 |
The capillaries of the Arctic tundra AK Liljedahl, C Witharana, E Manos Nature Water 2 (7), 611-614, 2024 | 1 | 2024 |
Hyperparameter Optimization for Large-Scale Remote Sensing Image Analysis Tasks: A Case Study Based on Permafrost Landform Detection Using Deep Learning AS Perera, C Witharana, E Manos, AK Liljedahl IEEE Access 12, 43062-43077, 2024 | 1 | 2024 |
Ice Wedge Network Centerline and Ice-Wedge Polygon Coverage in the Bernard River Watershed, Banks Island Canada; 2010-2020 E Manos, A Liljedahl, C Witharana NSF Arctic Data Center, 2024 | 1 | 2024 |
Deep learning-based building and road detection reveals higher permafrost thaw-related damage costs than previously estimated for Alaska E Manos, C Witharana, A Liljedahl | | 2024 |
Arctic Coastal Change Detection Through Unsupervised Deep Learning and Super-Resolution Satellite Imagery Time Series Analysis H Bagavathyraj, SA Vargas, S Peterson, O Fuentes, C Witharana, ... 2024 Ocean Sciences Meeting, 2024 | | 2024 |
Permafrost Discovery Gateway: Exploring hydrological changes through big geospatial data A Liljedahl, I Nitze, C Witharana, E Manos, M Jones, W Li, K McHenry, ... 104th AMS Annual Meeting, 2024 | | 2024 |
Arctic Coastal Change Detection Using Deep Learning H Bagavathyraj, SA Vargas, S Peterson, O Fuentes, V Villagomez, ... AGU Fall Meeting Abstracts 2023 (244), EP43C-244, 2023 | | 2023 |
Understanding Permafrost Landscape Evolution: Ice-Wedge Trough Network Change Detection from Historical Aerial Imagery using Convolutional Neural Networks and Graph Analysis E Manos, C Witharana, BM Jones, M Ward Jones, AK Liljedahl AGU Fall Meeting Abstracts 2022, GC51C-03, 2022 | | 2022 |
Permafrost Discovery Gateway-Big geospatial data creation and discovery AK Liljedahl, MB Jones, K McHenry, C Witharana, R Thiessen-Bock, ... AGU Fall Meeting Abstracts 2022, C15B-05, 2022 | | 2022 |
Automated Recognition of Human-Built Infrastructure in the Arctic Permafrost Landscapes using Commercial Satellite Imagery E Manos, A Hasan, M Udawalpola, A Liljedahl, C Witharana AGU Fall Meeting Abstracts 2021, U24A-01, 2021 | | 2021 |