LennardSchneider

Masterthesis

Object Detection

Masterthesis Image Dataset

v12

Complete_Data_V3_final

Generated on Apr 6, 2024

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Pascal VOC XML
Common XML annotation format for local data munging (pioneered by ImageNet).
PaliGemma
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Dataset Split

Train Set 90%
9504Images
Valid Set 4%
421Images
Test Set 6%
632Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 608x608

Augmentations

Outputs per training example: 3
Flip: Horizontal
90° Rotate: Clockwise, Counter-Clockwise
Grayscale: Apply to 10% of images
Saturation: Between -30% and +30%
Noise: Up to 0.15% of pixels