
XXIV ISPRS Congress
Virtual Event of the 2020 Presentations
Nice, France, 31.08.2020 - 02.09.2020
Organizer: Société Française de Photogrammétrie et de Télédétection / Nicolas Paparoditis
Type of Event: Congress
Multi Media Type: Remote
Session: TU.1.4
Geospatial Machine Learning
Video of the whole session
Single Presentations

Supervised classification and its repeatability for point clouds from dense very high resolution tri-stereo satellite image matching using machine lea
Corresponding paper: SUPERVISED CLASSIFICATION AND ITS REPEATABILITY FOR POINT CLOUDS FROM DENSE VHR TRI-STEREO SATELLITE IMAGE MATCHING USING MACHINE LEARNING
Auhor(s): A-M. Loghin, N. Pfeifer, and J. Otepka-Schremmer
Volume: Annals V-2-2020 / 2020
https://doi.org/10.5194/isprs-annals-V-2-2020-525-2020

Boundary regularized building footprint extraction from satellite images using deep neural networks
Corresponding paper: BOUNDARY REGULARIZED BUILDING FOOTPRINT EXTRACTION FROM SATELLITE IMAGES USING DEEP NEURAL NETWORKS
Auhor(s): K. Zhao, M. Kamran, and G. Sohn
Volume: Annals V-2-2020 / 2020
https://doi.org/10.5194/isprs-annals-V-2-2020-617-2020

Lake ice monitoring with webcams and crowd-sourced images
Corresponding paper: LAKE ICE MONITORING WITH WEBCAMS AND CROWD-SOURCED IMAGES
Auhor(s): R. Prabha, M. Tom, M. Rothermel, E. Baltsavias, L. Leal-Taixe, and K. Schindler
Volume: Annals V-2-2020 / 2020
https://doi.org/10.5194/isprs-annals-V-2-2020-549-2020

Detection of undocumented buildings using convolutional neural network and official geodata
Corresponding paper: DETECTION OF UNDOCUMENTED BUILDINGS USING CONVOLUTIONAL NEURAL NETWORK AND OFFICIAL GEODATA
Auhor(s): Q. Li, Y. Shi, S. Auer, R. Roschlaub, K. Möst, M. Schmitt, and X. X. Zhu
Volume: Annals V-2-2020 / 2020
https://doi.org/10.5194/isprs-annals-V-2-2020-517-2020

What Identifies a Whale by its Fluke? On the Benefit of Interpretable Machine Learning for Whale Identification
Corresponding paper: WHAT IDENTIFIES A WHALE BY ITS FLUKE? ON THE BENEFIT OF INTERPRETABLE MACHINE LEARNING FOR WHALE IDENTIFICATION
Auhor(s): J. Kierdorf, J. Garcke, J. Behley, T. Cheeseman, and R. Roscher
Volume: Annals V-2-2020 / 2020
https://doi.org/10.5194/isprs-annals-V-2-2020-1005-2020

Better generic objects counting when asking questions to images: a multitask approach for remote sensing visual question answering
Corresponding paper: BETTER GENERIC OBJECTS COUNTING WHEN ASKING QUESTIONS TO IMAGES: A MULTITASK APPROACH FOR REMOTE SENSING VISUAL QUESTION ANSWERING
Auhor(s): S. Lobry, D. Marcos, B. Kellenberger, and D. Tuia
Volume: Annals V-2-2020 / 2020
https://doi.org/10.5194/isprs-annals-V-2-2020-1021-2020

Infrastructure degradation and post-disaster damage detection using anomaly detecting generative adversarial networks
Corresponding paper: INFRASTRUCTURE DEGRADATION AND POST-DISASTER DAMAGE DETECTION USING ANOMALY DETECTING GENERATIVE ADVERSARIAL NETWORKS
Auhor(s): S. M. Tilon, F. Nex, D. Duarte, N. Kerle, and G. Vosselman
Volume: Annals V-2-2020 / 2020
https://doi.org/10.5194/isprs-annals-V-2-2020-573-2020