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This paper gives the definition of Transparent Neural Network "TNN" for thesimulation of the globallocal vision and its application to the segmentation ofadministrative document image. We have developed and have adapted a recognitionmethod which models the contextual effects reported from studies inexperimental psychology. Then, we evaluated and tested the TNN and themulti-layer perceptron "MLP", which showed its effectiveness in the field ofthe recognition, in order to show that the TNN is clearer for the user and morepowerful on the level of the recognition. Indeed, the TNN is the only systemwhich makes it possible to recognize the document and its structure.

Neural perceptual model to global-local vision for recognition of the logical structure of administrative documents