Imaging · dataset · 2026
SyntheticDoc: A Large Synthetic Dataset for Document Unwarping and Illumination Correction - Assets: Assets for SyntheticDoc dataset generation
Listed in ETH Zürich Research Collection
Deep learning models have become the standard tool for document rectification and illumination correction, yet their performance is fundamentally bound by their training data.
Description
For nearly a decade, the community has heavily relied on Doc3D, a pioneering but increasingly limited document unwarping dataset in terms of scale and quality. To address this bottleneck, we introduce SyntheticDoc, a massive, high-quality dataset designed to push the boundaries of document unwarping.
SyntheticDoc is composed of 1,000,000 high-resolution procedurally generated training samples, alongside extensive validation and test sets. Each sample is paired with rich, pixel-perfect annotations, including UV maps, albedo and shading. To ensure physical accuracy and photorealism, the paper geometries are generated via a physics-based simulator and rendered using a path tracer.
Links
Where it is published
- ETH Zürich Research Collection record hdl.handle.net/20.500.11850/804058 ↗
landing page · from research collection ethz ch
- DOI doi.org/10.3929/ethz-c-000804058 ↗
DOI / persistent id · from research collection ethz ch
Catalogue records · 1
- OAI-PMH record research-collection.ethz.ch/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3Awww.… ↗
metadata API · from research collection ethz ch
Topics
Provenance · 1 source records, 18 field assertions
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|---|---|---|---|
| ETH Zürich Research Collection | oai:www.research-collection.ethz.ch:20.500.11850/804058 | 9 d ago | JSON v1 |
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