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In this paper, we first propose a general Multi-Scale Fuzzy Model (MSFM) which handles distortions at different scales in Histogram-Based Descriptors(HBDs). This model can be applied both on one-dimensional HBDs and multidimensional HBDs. We then focus on applying MSFM on the widely used Shape Context for a Simplified Multi-scale Fuzzy Shape Context (SMFSC) descriptor. Fuzzy models are barely used in multi-dimensional HBDs due to the significant increase of computational complexity. We showdoi:10.1109/icmew.2013.6618383 dblp:conf/icmcs/ChaiQZGB13 fatcat:g4zfnvsjobernij5thodhhdq6m