rode1 Computer Vision Dataset

bymaskTask:
Object Detection
License:CC BY 4.031 views12 downloads
Dataset Version
v1

2024-03-05 7:47am

Generated on Mar 5, 2024

Dataset Split

Train Set 89%
14112Images
Valid Set 8%
1218Images
Test Set 3%
528Images

Preprocessing

Tile: 3 rows x 2 columns
Auto-Orient: Applied
Isolate Objects: Applied
Static Crop: 10-75% Horizontal Region, 21-79% Vertical Region
Dynamic Crop: Class: Can-travel
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Flip: Horizontal
90° Rotate: Clockwise, Counter-Clockwise
Crop: 0% Minimum Zoom, 20% Maximum Zoom
Rotation: Between -15° and +15°
Shear: ±10° Horizontal, ±10° Vertical
Blur: Up to 2.5px
Noise: Up to 0.1% of pixels
Bounding Box: Flip: Horizontal
Bounding Box: 90° Rotate: Clockwise, Counter-Clockwise
Bounding Box: Crop: 0% Minimum Zoom, 20% Maximum Zoom
Bounding Box: Brightness: Between -15% and +15%
Bounding Box: Exposure: Between -10% and +10%
Bounding Box: Blur: Up to 2.5px

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