Objective New catalogues of nearly daily temporal data will soon dominate the global archives. However, there has been little exploration of Deep Learning (DL) techniques to leverage the spatiotemporal dimension at scale. Training data remains rare relative to the spatiotemporal sampling which is necessary to adequately capture natural and man-made phenomenology latent in these large volumes of high cadence data. The project will establish the foundations for the next generation of rapid cadence land monitoring applications by:1. Creating the most complete and dense spatiotemporal training set, combining Sentinel-2 with high cadence, very high resolution, harmonized multispectral Planet imagery at 500,000 patch locations over Europe, and open sourcing these datasets for the benefit of the entire remote sensing community.2. Developing and benchmarking alternative ways of detecting and classifying change from very high cadence observations by training state-of-the-earth multiscale supervised and unsupervised DL classifiers on these unique data sources.3. Delivering high cadence high resolution change detection heatmaps for the entire European continent.4. Demonstrating a highly effective end-to-end process to monitor and update the CORINE land cover product, with emphasis on improved understanding of land use, speeding up update cycles and reducing maintenance costs.Our framework constitutes a game changer in the ability to derive time-critical and location-specific insights into dynamic land surface processes. Our ambition is to enable new and better ways of measuring and understanding the human footprint on our planet, which is a key challenge of the UN Sustainable Development Goals. This project brings together industry leaders with a strong, demonstrated record of disruptive innovations and young innovators: Planet Labs, Vision Impulse, VITO, IIASA and ONDA DIAS/Serco Italia. Fields of science social scienceseconomics and businessbusiness and managementinnovation managementnatural sciencesphysical sciencesastronomyplanetary sciencesplanetsengineering and technologyenvironmental engineeringremote sensingnatural sciencesearth and related environmental sciencessoil sciencesland-based treatmentnatural sciencescomputer and information sciencesartificial intelligencemachine learningdeep learning Keywords high spatiotemporal cadence deep learning multi-source multi-scale harmonization daily revisits CORINE SDGs change detection land use land cover Sentinel-2 PlanetScope Planet Programme(s) H2020-EU.2.1.6. - INDUSTRIAL LEADERSHIP - Leadership in enabling and industrial technologies – Space Main Programme H2020-EU.3.5. - SOCIETAL CHALLENGES - Climate action, Environment, Resource Efficiency and Raw Materials Topic(s) LC-SPACE-18-EO-2020 - Copernicus evolution: Research activities in support of the evolution of the Copernicus services Call for proposal H2020-SPACE-2018-2020 See other projects for this call Sub call H2020-SPACE-2020 Funding Scheme RIA - Research and Innovation action Coordinator VLAAMSE INSTELLING VOOR TECHNOLOGISCH ONDERZOEK N.V. Net EU contribution € 420 000,00 Address BOERETANG 200 2400 Mol Belgium See on map Region Vlaams Gewest Prov. Antwerpen Arr. Turnhout Activity type Research Organisations Links Contact the organisation Opens in new window Website Opens in new window Participation in EU R&I programmes Opens in new window HORIZON collaboration network Opens in new window Total cost € 420 000,00 Participants (4) Sort alphabetically Sort by Net EU contribution Expand all Collapse all VISION IMPULSE GMBH Germany Net EU contribution € 446 648,75 Address TRIPPSTADTER STR 122 67663 Kaiserslautern See on map SME The organization defined itself as SME (small and medium-sized enterprise) at the time the Grant Agreement was signed. Yes Region Rheinland-Pfalz Rheinhessen-Pfalz Kaiserslautern, Kreisfreie Stadt Activity type Private for-profit entities (excluding Higher or Secondary Education Establishments) Links Contact the organisation Opens in new window Participation in EU R&I programmes Opens in new window HORIZON collaboration network Opens in new window Total cost € 446 648,75 PLANET LABS GERMANY GMBH Germany Net EU contribution € 474 000,00 Address KURFURSTENDAMM 22 10719 Berlin See on map Region Berlin Berlin Berlin Activity type Private for-profit entities (excluding Higher or Secondary Education Establishments) Links Contact the organisation Opens in new window Website Opens in new window Participation in EU R&I programmes Opens in new window HORIZON collaboration network Opens in new window Total cost € 474 000,00 INTERNATIONALES INSTITUT FUER ANGEWANDTE SYSTEMANALYSE Austria Net EU contribution € 96 375,00 Address Schlossplatz 1 2361 Laxenburg See on map Region Ostösterreich Niederösterreich Wiener Umland/Südteil Activity type Research Organisations Links Contact the organisation Opens in new window Website Opens in new window Participation in EU R&I programmes Opens in new window HORIZON collaboration network Opens in new window Total cost € 96 375,00 SERCO ITALIA SPA Italy Net EU contribution € 61 963,75 Address VIALE DELLA TECNICA 161 00144 Roma See on map Region Centro (IT) Lazio Roma Activity type Private for-profit entities (excluding Higher or Secondary Education Establishments) Links Contact the organisation Opens in new window Participation in EU R&I programmes Opens in new window HORIZON collaboration network Opens in new window Total cost € 61 963,75