Fuzzy encoding with hybrid pooling for visual dictionary in food recognition

نویسندگان

چکیده

<span>Tremendous number of f food images in the social media services can be exploited by using recognition for healthcare benefits and industry marketing. The main challenges are large variability appearance that often generates a highly diverse ambiguous descriptions local feature. Ironically, feature have triggered information loss visual dictionary constructions from hard assignment practices. current method based on Fisher vector approach to construct unexpectedly cause errors uncertainty problem during word assignation. This research proposes combination soft technique fuzzy encoding maximum pooling aggregate features produce discriminative robust across various machine learning classifiers. MSER detector with SURF descriptor was encoded approach. Support (SVM) linear kernel employed evaluate effect encoding. results experiments demonstrated noteworthy classification performance compared traditional technique. effects plausibility were minimized along more compact representation.</span>

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ژورنال

عنوان ژورنال: Indonesian Journal of Electrical Engineering and Computer Science

سال: 2021

ISSN: ['2502-4752', '2502-4760']

DOI: https://doi.org/10.11591/ijeecs.v21.i1.pp179-195