Program

+++ The workshop will be taken FULLY VIRTUAL +++

January 10, 12:00 - 16:00 (CET)

12:00 - 12:05 Welcome from the Chairs

12:05 – 12:35 INVITED TALK 1 - Harnessing big environmental data by Machine Learning [pdf | video], Friedrich Recknagel

12:35 – 12:45 Natural Disaster Classification using Aerial Photography Explainable for Typhoon Damaged Feature [pdf | video], Yasuno Takato, Amakata Masazumi, Okano Masahiro

12:45 – 12:55 Developing a Segmentation Model for Microscopic Images of Microplastics Isolated from Clams [pdf | video], Sanghyeon Park, Ji Yeon Baek, Ho-min Park, Maria Krishna de Guzman, Boyeon Shin, Tanja Cirkovic Velickovic, Arnout Van Messem and Wesley De Neve

12:55 – 13:05 Environment Object Detection for Marine ARGO Drone by Deep Learning [pdf | video], Angelo Ciaramella, Francesco Perrotta, Gerardo Pappone, Pietro Aucelli, Francesco Peluso, Gaia Mattei

13:05 – 13:35 INVITED TALK 2 - 25 years of Machine Learning applications in marine ecology: a personal perspective [pdf | video], Michele Scardi

13:40 – 13:50 Environmental Time Series Prediction with Missing Data by Machine Learning and Dynamics Reconstruction [pdf | video], Francesco Camastra, Vincenzo Capone, Angelo Ciaramella, Tony Christian Landi, Angelo Riccio, Antonino Staiano

13:50 – 14:00 Semi-Supervised Learning for Grain Size Distribution Interpolation [pdf | video], Konstantin Kobs, Christian Schäfer, Michael Steininger, Anna Krause, Roland Baumhauer, Heiko Paeth, Andreas Hotho

14:00 – 14:10 Location-specific vs location-agnostic machine learning metamodels for predicting pasture nitrogen response rate [pdf | video], Christos Pylianidis, Ioannis N. Athanasiadis, Val Snow, Dean Holzworth and Jeremy Bryant

14:10 – 14:20 Pattern Classification from Multi-Beam Acoustic Data Acquired in Kongsfjorden [pdf | video], Giovanni Giacalone, Giosué Lo Bosco, Marco Barra, Angelo Bonanno, Giuseppa Buscaino, Riko Noormets, Christopher Nuth, Monica Calabrò, Gualtiero Basilone, Simona Genovese, Ignazio Fontana, Salvatore Mazzola, Riccardo Rizzo, Salvatore Aronica

10 minutes break

14:30 – 14:40 Unsupervised classification of acoustic echoes from two krill species in the Southern Ocean (Ross Sea) [pdf | video], Ignazio Fontana, Giovanni Giacalone, Riccardo Rizzo, Marco Barra, Olga Mangoni, Angelo Bonanno, Gualtiero Basilone, Genovese Simona, Salvatore Mazzola, Giosuè Lo Bosco, Salvatore Aronica

14:40 – 14:50 Multi-Input ConvLSTM for Flood Extent Prediction [pdf | video], Leo Muckley, James Garforth

14:50 – 15:00 A machine learning approach to chlorophyll a time series analysis in the Mediterranean Sea [pdf | video], Francesco Mattei, Michele Scardi

15:00 – 15:10 Plankton recognition in images with varying size [pdf | video], Jaroslav Bureš, Tuomas Eerola, Lasse Lensu, Heikki Kälviäinen, Pavel Zemčík

15:10 – 15:20 Finding Relevant Flood Images on Twitter using Content-based Filters [pdf | video], Björn Barz, Kai Schröter, Ann-Christin Kra, Joachim Denzler

15:20 – 15:30 Unsupervised Learning of High Dimensional Environmental Data Using Local Fractality Concept [pdf | video], Mikhail Kanevski, Mohamed Laib

15:30 – 15:40 Spatiotemporal Air Quality Inference of Low-Cost Sensor Data; Application on a Cycling Monitoring Network [pdf | video], Jelle Hofman, Tien Huu Do, Xuening Qin, Esther Rodrigo, Marta E. Nikolaou, Wilfried Philips, Nikos Deligiannis, Valerio Panzica La Manna

15:40 – 15:50 How do Deep Convolutional SDM trained on satellite images unravel vegetation ecology? [pdf | video], Benjamin Deneu, Alexis Joly, Pierre Bonnet, Maximilien Servajean, Françcois Munoz

15:50 - 16:00 Closing remarks