43 citations · 96 across the 3 of their papers we have counts for
3 papers · 1 filter
Tropical Land Use Land Cover Mapping in Pará (Brazil) using Discriminative Markov Random Fields and Multi-temporal TerraSAR-X Data
Ron Hagensieker, Ribana Roscher, Johannes Rosentreter +2
Remote sensing satellite data offer the unique possibility to map land use land cover transformations by providing spatially explicit information. However, detection of short-term…
Shapelet-based Sparse Representation for Landcover Classification of Hyperspectral Images
Ribana Roscher, Björn Waske
This paper presents a sparse representation-based classification approach with a novel dictionary construction procedure. By using the constructed dictionary sophisticated prior kn…
Incremental Import Vector Machines for Classifying Hyperspectral Data
Ribana Roscher, Björn Waske, Wolfgang Förstner
In this paper we propose an incremental learning strategy for import vector machines (IVM), which is a sparse kernel logistic regression approach. We use the procedure for the conc…