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title: "docforensics-layout-s: document layout analysis for degraded pages"
message: "If you use this model, please cite it."
type: software
authors:
- name: "Canworks, LLC"
alias: "Ginexys"
website: "https://ginexys.com"
email: "contact@ginexys.com"
version: "1.0.0"
date-released: 2026-09-01
license: AGPL-3.0-or-later
contact:
- name: "Ginexys, a d/b/a of Canworks, LLC"
email: "contact@ginexys.com"
abstract: >
An 8.8 MB document layout detector for damaged, scanned and photographed
pages. Detects fifteen region types including form fields, and reports eight
page-condition signals. Reaches 0.449 mAP@50-95 on degraded scans where a
larger YOLOv8n baseline reaches 0.194.
keywords:
- document layout analysis
- document forensics
- degraded documents
- form understanding
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