TU4.R12: Deep Learning Methods for Multispectral Image Analysis II |
Session Type: Oral |
Time: Tuesday, July 24, 16:50 - 18:30 |
Location: Room 2F |
Session Chairs: Matthieu Molinier, VTT and Mihai Datcu, DLR |
16:50 - 17:10 |
TU4.R12.1: IMPROVING MAPS FROM CNNS TRAINED WITH SPARSE, SCRIBBLED GROUND TRUTHS USING FULLY CONNECTED CRFS |
Luca Maggiolo; University of Genoa |
Diego Marcos; Wageningen University |
Gabriele Moser; University of Genoa |
Devis Tuia; Wageningen University |
17:10 - 17:30 |
TU4.R12.2: CONVOLUTIONAL NEURAL NETWORKS FOR CLOUD SCREENING: TRANSFER LEARNING FROM LANDSAT-8 TO PROBA-V |
Gonzalo Mateo-García; Universidad de València |
Luis Gómez-Chova; Universidad de València |
17:30 - 17:50 |
TU4.R12.3: DEEPCLOUD - A FULLY CONVOLUTIONNAL NEURAL NETWORK FOR CLOUD AND SHADOW MASKING IN OPTICAL SATELLITE IMAGES |
Matthieu Molinier; VTT Technical Research Centre of Finland Ltd |
Niko Reunanen; VTT Technical Research Centre of Finland Ltd |
Arttu Lämsä; VTT Technical Research Centre of Finland Ltd |
Heikki Astola; VTT Technical Research Centre of Finland Ltd |
Tomi Räty; VTT Technical Research Centre of Finland Ltd |
17:50 - 18:10 |
TU4.R12.4: TRANSFER LEARNING WITH CONVOLUTIONAL NETWORKS FOR ATMOSPHERIC PARAMETER RETRIEVAL |
David Malmgren-Hansen; Danmarks Tekniske Universitet |
Valero Laparra; University of Valencia |
Allan Aasbjerg Nielsen; Danmarks Tekniske Universitet |
Gustau Camps-Valls; University of Valencia |
18:10 - 18:30 |
TU4.R12.5: URBAN CHANGE DETECTION FOR MULTISPECTRAL EARTH OBSERVATION USING CONVOLUTIONAL NEURAL NETWORKS |
Rodrigo Caye Daudt; ONERA |
Bertrand Le Saux; ONERA |
Alexandre Boulch; ONERA |
Yann Gousseau; Télécom ParisTech |