A Non-Connectionist Two-Stage Approach To Digit Recognition In The Presence Of Noise
2019 10TH IEEE INTERNATIONAL CONFERENCE ON COGNITIVE INFOCOMMUNICATIONS (COGINFOCOM 2019)(2019)
Abstract
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 ill coping with the ever-present probleni 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.
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Key words
human attention,extensive training data,balanced training corpora,preattentive processing,nonconnectionist two-stage approach,digit recognition,automatic electricity meter reading
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