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… See the full description on the dataset page: https://huggingface.co/datasets/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.