Tese 1

aa

Object Detection

aa Image Dataset

v6

2022-11-21 1:29pm

Generated on Nov 21, 2022

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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 88%
3846Images
Valid Set 8%
363Images
Test Set 4%
185Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 416x416
Modify Classes: 2 remapped, 1 dropped

Augmentations

Outputs per training example: 3
Crop: 0% Minimum Zoom, 51% Maximum Zoom
Rotation: Between -45° and +45°
Saturation: Between -35% and +35%
Brightness: Between -20% and +20%
Blur: Up to 0.25px

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