Vision Based Agricultural Implement Awareness

Object Detection

Dataset Versions

v4

2023-02-09 11:47am

Generated on Feb 9, 2023

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Pascal VOC XML
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PaliGemma
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Dataset Split

Train Set 94%
4326Images
Valid Set 4%
175Images
Test Set 2%
102Images

Preprocessing

Auto-Orient: Applied
Isolate Objects: Applied
Auto-Adjust Contrast: Using Adaptive Equalization

Augmentations

Outputs per training example: 7
Grayscale: Apply to 25% of images
Hue: Between -29° and +29°
Brightness: Between -25% and +25%
Blur: Up to 10px
Bounding Box: 90° Rotate: Clockwise, Counter-Clockwise
Bounding Box: Rotation: Between -15° and +15°
Bounding Box: Shear: ±15° Horizontal, ±15° Vertical
Bounding Box: Exposure: Between -25% and +25%
Bounding Box: Noise: Up to 5% of pixels

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