Publications

Please find the full list of my articles on my Google Scholar profile,
and some highlight papers as follows.

Journal Articles


Identifying active retrogressive thaw slumps from ArcticDEM

Published in ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING, 2023

This paper processed the entire ArcticDEM (~200 TB) and is the first attempt to identify abrupt permafrost thaw (retrogressive thaw slumps) using supercomputers and deep learning at a panArctic scale.

Recommended citation: Huang, L., Willis, M.J., Li, G., Lantz, T.C., Schaefer, K., Wig, E., Cao, G., Tiampo, K.F., 2023. Identifying active retrogressive thaw slumps from ArcticDEM. ISPRS J. Photogramm. Remote Sens. 205, 301–316.
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An automated, generalized, deep-learning-based method for delineating the calving fronts of Greenland glaciers from multi-sensor remote sensing imagery

Published in REMOTE SENSING OF ENVIRONMENT, 2020

This paper integrates seven satellite datasets into a single deep learning network and offers a sub-weekly calving front dataset.

Recommended citation: Zhang, E., Liu, L., Huang, L., Ng, K.S., 2021. An automated, generalized, deep-learning-based method for delineating the calving fronts of Greenland glaciers from multi-sensor remote sensing imagery. Remote Sens Environ 254, 112265.
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Using deep learning to map retrogressive thaw slumps in the Beiluhe region (Tibetan Plateau) from CubeSat images

Published in REMOTE SENSING OF ENVIRONMENT, 2019

This paper is the first attempt to automatically delineate permafrost-thaw landslides from high-resolution (3-m) satellite imagery.

Recommended citation: Huang, L., Luo, J., Lin, Z., Niu, F., Liu, L., 2020. Using deep learning to map retrogressive thaw slumps in the Beiluhe region (Tibetan Plateau) from CubeSat images. Remote Sens Environ 237, 111534.
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Synchrotron X-ray imaging in 4D: Multiscale failure and compaction localization in triaxially compressed porous limestone

Published in EARTH AND PLANETARY SCIENCE LETTERS, 2019

Strain localization was captured from the grain to continuum scale in a limestone.

Recommended citation: Huang, L., Baud, P., Cordonnier, B., Renard, F., Liu, L., Wong, T., 2019. Synchrotron X-ray imaging in 4D: Multiscale failure and compaction localization in triaxially compressed porous limestone. Earth Planet Sc Lett 528, 115831.
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Conference Papers


Detecting Changes of Retrogressive Thaw Slumps from Satellite Images Using Siamese Neural Network

Published in IGARSS 2020 - 2020 IEEE International Geoscience and Remote Sensing Symposium, 2021

Testing a idea of change detection of thaw slumps using a Siamese neural network

Recommended citation: Huang, L., Liu, L., 2020. Detecting Changes of Retrogressive Thaw Slumps from Satellite Images Using Siamese Neural Network. Igarss 2020 - 2020 Ieee Int Geoscience Remote Sens Symposium 00, 3090–3093.
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