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Lisence_Main

Object Detection

Lisence_Main Image Dataset

v6

withbboxAug

Generated on Sep 22, 2021

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Pascal VOC XML
Common XML annotation format for local data munging (pioneered by ImageNet).
PaliGemma
PaliGemma JSONL format used for fine-tuning PaliGemma, Google's open multimodal vision model.
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Dataset Split

Train Set 92%
8301Images
Valid Set 8%
748Images
Test Set %
0Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
Rotation: Between -19° and +19°
Shear: ±15° Horizontal, ±15° Vertical
Grayscale: Apply to 18% of images
Hue: Between -81° and +81°
Saturation: Between -50% and +50%
Brightness: Between -50% and +50%
Blur: Up to 11px
Noise: Up to 5% of pixels
Cutout: 5 boxes with 10% size each
Bounding Box: Flip: Horizontal, Vertical
Bounding Box: Crop: 0% Minimum Zoom, 23% Maximum Zoom
Bounding Box: Shear: ±6° Horizontal, ±6° Vertical
Bounding Box: Brightness: Between -25% and +25%
Bounding Box: Blur: Up to 8px