Article

A Hybrid Template-Guided Deep Learning Framework for OCR-Oriented Restoration of Degraded Tax Documents

2026-07-20

Abstract excerpt

Degraded tax forms and other legal-administrative documents require restoration methods that impose strict constraints on content fidelity. This paper presents a structure-aware restoration framework for degraded tax documents that combines geometric normalization, canonical template guidance, and supervised image restoration within a common alignment space. Documents are first mapped to a canonical layout through...

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Literature Corpus work: aaeb2ae1-83e4-583a-a02f-c7ab81304660
DOI: 10.20944/preprints202607.1412.v1

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