sxcsdv

Bike

Object Detection

Bike Image Dataset

v3

2022-12-16 8:21pm

Generated on Dec 16, 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.
CreateML JSON
CreateML JSON format is used with Apple's CreateML and Turi Create tools.
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Dataset Split

Train Set 80%
1197Images
Valid Set 8%
115Images
Test Set 12%
185Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640
Modify Classes: 5 remapped, 4 dropped

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
Noise: Up to 10% of pixels
Cutout: 11 boxes with 10% size each
Bounding Box: Noise: Up to 5% of pixels

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