Co-sponsored by IAPR, ISPRS ICWG III/VII and ISPRS WG II/6
11th IAPR Workshop on Pattern Recognition in Remote Sensing
January 2021 - virtual event
Abstract
This workshop has established itself as an important event for scientists involved in the combined fields of pattern recognition and remote sensing. These two research fields have always overlapped, but an ever-increasing amount of observations at varying scale, temporal, and spatial resolution provided by a multitude of different sensors require novel advanced algorithms and techniques for automated analysis.
Programme
14:00 Welcome
Ribana Roscher (University of Bonn), Gabriele Cavallaro (FZ Jülich)
14:10 – 15:00 Keynote
Weakly-supervised, Continual and Semi-supervised Learning for Earth Observation
Bertrand Le Saux (European Space Agency)
(live talk + Q&A)
15:10 – 16:30 Q&A Session 1
(pre-recorded videos + live Q&A)
Remembering Both the Machine and the Crowd when Sampling Points: Active Learning for Semantic Segmentation of ALS Point Clouds
Michael Kölle (University of Stuttgart), Volker Walter (University of Stuttgart),
Stefan Schmohl (University of Stuttgart), Uwe Sörgel (University of Stuttgart)
Towards Urban Tree Recognition in Airborne Point Clouds with Deep
3D Single-Shot Detectors
Stefan Schmohl (University of Stuttgart), Michael Kölle (University of Stuttgart),
Uwe Sörgel (University of Stuttgart)
Shared-space Autoencoders with Randomized Skip Connections for Building Footprint Detection with Missing Views
Giannis Ashiotis (The Cyprus Institute), James Oldfield (The Cyprus Institute),
Charalambos Chrysostomou (The Cyprus Institute),
Theodoros Christoudias (The Cyprus Institute),
Mihalis Nicolaou (The Cyprus Institute)
Assessment of CNN-based Methods for Poverty Estimation from Satellite Images
Robin Jarry (LIRMM), Marc Chaumont (LIRMM), Laure Berti-Equille (IRD),
Gérard Subsol (LIRMM)
16:30 – 16:50 Break
16:50 – 17:50 Q&A Session 2
(pre-recorded videos + live Q&A)
Using a binary diffractive optical element to increase the imaging system depth of field in UAV remote sensing tasks
Pavel Serafimovich (IPSI RAS), Alexey Dzyuba (ITMO University),
Artem Nikonorov (Samara State Aerospace University),
Nikolay Kazanskiy (IPSI RAS)
Self-supervised pre-training enhances change detection in Sentinel-2 imagery
Marrit Leenstra (AlmavivA), Diego Marcos (Wageningen University),
Francesca Bovolo (Fondazione Bruno Kessler),
Devis Tuia (EPFL)
Early and Late Fusion of Multiple Modalities in Sentinel Imagery and Social Media Retrieval
Wei Yaon(German Aerospace Center), Anastasia Moumtzidou (CERTH-ITI),
Dumitru Octavian (German Aerospace Center), Stelios Andreadis (CERTH-ITI),
Ilias Gialampoukidis (CERTH-ITI), Stefanos Vrochidis (CERTH-ITI),
Mihai Datcu (German Aerospace Center),
Yiannis Kompatsiaris (CERTH-ITI)
17:50 – 18:00 Final remarks
Ribana Roscher (University of Bonn), Gabriele Cavallaro (FZ Jülich)
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