The project aimed to develop and test new methodology for identification and monitoring of abandoned land via the state-of-the-art remote sensing techniques. Two pilot areas were used for demonstration of technically and economically viable solution using object-based classification combining three basic strategies for abandoned land monitoring: spectral (hyperspectral), textural and temporal (both long term and seasonal).