lifeIP

text

Object Detection

text Image Dataset

v13

2024-03-23 2:47pm

Generated on Mar 23, 2024

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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 82%
9444Images
Valid Set 12%
1344Images
Test Set 6%
672Images

Preprocessing

Auto-Orient: Applied
Resize: Fit (black edges) in 640x640
Grayscale: Applied
Tile: 6 rows x 1 columns

Augmentations

Outputs per training example: 2
Rotation: Between -10° and +10°
Shear: ±15° Horizontal, ±15° Vertical
Noise: Up to 1.45% of pixels