Remote sensing image repositories are the fastest growing archives of spatio-temporal information. This leads to large time-series that geoscientists need to explore and understand. Effective exploratory tools are urgently needed to handle the large data sets efficiently. Common application areas that require such tools are, amongst others: climate change and environmental monitoring studies, hazard analysis, [...]