pixel Dataset

v10

2023-12-14 12:08pm

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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Preprocessing

Auto-Orient: Applied
Isolate Objects: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Rotation: Between -21° and +21°
Shear: ±20° Horizontal, ±30° Vertical
Brightness: Between -20% and +20%
Exposure: Between -32% and +32%
Noise: Up to 5% of pixels