GihanSoilClasification

Soil Classification Project

Classification

Soil Classification Project Image Dataset

v4

2024-06-23 8:23am

Generated on Jun 23, 2024

Dataset Split

Train Set 82%
5400Images
Valid Set 9%
600Images
Test Set 9%
600Images

Preprocessing

Auto-Orient: Applied
Resize: Fit within 150x150
Tile: 2 rows x 2 columns
Filter Null: Require all images to contain annotations.

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
Crop: 0% Minimum Zoom, 20% Maximum Zoom
Shear: ±10° Horizontal, ±10° Vertical
Exposure: Between -10% and +10%
Blur: Up to 2.5px
Noise: Up to 0.1% of pixels