Dataset Versions
Versions
2024-07-04 10:38am
v12
· 5 months ago
2024-07-04 10:28am
v11
· 5 months ago
Final Dataset
v10
· 5 months ago
2024-06-29 6:21pm
v9
· 5 months ago
only cracked
v8
· 5 months ago
Dataset 007
v7
· 5 months ago
Balanced Cracked and Uncracked- Cutouts Removed
v6
· 5 months ago
More Hairline Cracks Added
v5
· 5 months ago
2024-06-19 6:56am
v4
· 5 months ago
Hairline Cracks Added
v3
· 5 months ago
2024-06-19 5:34am
v2
· 5 months ago
2024-06-19 5:33am
v1
· 5 months ago
v5
More Hairline Cracks Added
Generated on Jun 19, 2024
3380 Total Images
View All Images
Dataset Split
Train Set 92%
3120Images
Valid Set 5%
176Images
Test Set 2%
84Images
Preprocessing
Auto-Orient: Applied
Resize: Stretch to 640x640
Grayscale: Applied
Tile: 2 rows x 2 columns
Augmentations
Outputs per training example: 5
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Grayscale: Apply to 15% of images
Hue: Between -39° and +39°
Exposure: Between -10% and +10%
Blur: Up to 1.8px
Noise: Up to 10% of pixels
Cutout: 6 boxes with 27% size each
Bounding Box: Shear: ±10° Horizontal, ±10° Vertical