imaadd05/waterborne-coated-wood-defects

Waterborne Coated Wood Surface Defects

Mirror of a public image dataset of surface defects of waterborne paint sprayed on wood products. Staged as a proxy/pretraining dataset for CoRe's Situational Control paint-inspection work (core-lab/situational-control) — painted/coated surface captured on a real production conveyor, though substrate is wood not metal.

Source

• Paper: Nature Scientific Data, https://www.nature.com/articles/s41597-025-06443-1
• Data: Zenodo, https://zenodo.org/records/15679291
• License: CC BY 4.0 (confirmed via Zenodo record metadata)
• Northeast Forestry University

Contents

13,400 images, 4 defect types (scratches, cracks, bubbles, holes), captured with professional industrial cameras on a real manufacturing line. Includes the original dataset plus several augmented/transformed variants (Gaussian, Peppercorn noise, brightness/direction changes) as released by the authors:

OriginalDataset/            - the base labeled dataset
BrightnessVariation/        - brightness-augmented variant
GaussianDirectionChange/    - Gaussian-noise + direction-augmented variant
GaussianTransform/
LightDirectionChange/
OriginalDirectionChange/
PeppercornDirectionChange/  - salt-and-pepper-noise + direction-augmented variant
PeppercornTransform/

Citation

See the Nature Scientific Data article above for the current BibTeX entry.