postech

drinkplzz

Object Detection

drinkplzz Image Dataset

v3

2023-12-14 9:33pm

Generated on Dec 14, 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 89%
10660Images
Valid Set %
0Images
Test Set 11%
1333Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 2
Rotation: Between -45° and +45°
Blur: Up to 1.75px
Bounding Box: Shear: ±20° Horizontal, ±20° Vertical
Bounding Box: Exposure: Between -25% and +25%
Bounding Box: Noise: Up to 5% of pixels