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ezaposleni.singidunum.ac.rs/rest/sciNaucniRezultati/oai:1:7662 2020-05-16T06:41:28Z 1

A Non-Connectionist Two-Stage Approach to Digit Recognition in the Presence of Noise 2020 2380-7350 http://ezaposleni.singidunum.ac.rs/rest/sciNaucniRezultati/oai/record/1/7662 https://ieeexplore.ieee.org/document/9089923 M. Gnjatović N. Maček S. Adamović This paper introduces a two-stage approach to digit detection and recognition. The approach is cognitively-inspired to the extent that it integrates the dichotomy between the preattentive processing and the attentive processing that is present in the theories of human attention. It is non-connectionist to the extent that it does not require extensive training data, and thus may help in coping with the ever-present problem of lacking representative and balanced training corpora. The approach is demonstrated through a real-life case study of automatic electricity meter reading in the presence of noise. conferenceObject 10.1109/CogInfoCom47531.2019.9089923 2019 10th IEEE International Conference on Cognitive Infocommunications (CogInfoCom)