drone_view Computer Vision Dataset

byVehiclesTask:
Object Detection
License:CC BY 4.0
Dataset Version
v17

2025-06-30 2:15pm

Generated on Jun 30, 2025

Dataset Split

Train Set 88%
4215Images
Valid Set 8%
387Images
Test Set 4%
207Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640
Grayscale: Applied
Auto-Adjust Contrast: Using Histogram Equalization

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise
Crop: 0% Minimum Zoom, 20% Maximum Zoom
Rotation: Between -15° and +15°
Shear: ±10° Horizontal, ±10° Vertical
Grayscale: Apply to 15% of images
Hue: Between -15° and +15°
Saturation: Between -25% and +25%
Brightness: Between -15% and +15%
Exposure: Between -10% and +10%
Blur: Up to 3.3px
Noise: Up to 0.1% of pixels

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