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spec

Object Detection

spec Image Dataset

v2

2023-08-21 8:26pm

Generated on Aug 21, 2023

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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.
CreateML JSON
CreateML JSON format is used with Apple's CreateML and Turi Create tools.
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Dataset Split

Train Set 90%
15933Images
Valid Set 8%
1416Images
Test Set 2%
354Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Flip: Horizontal
Rotation: Between -11° and +11°
Brightness: Between -20% and +20%
Cutout: 6 boxes with 3% size each