TIPS

Toy Dataset

Object Detection

Toy Dataset Image Dataset

v3

2022-11-27 10:43pm

Generated on Nov 28, 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.
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Dataset Split

Train Set 87%
6594Images
Valid Set 8%
628Images
Test Set 4%
322Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 416x416

Augmentations

Outputs per training example: 3
90° Rotate: Clockwise, Counter-Clockwise
Shear: ±15° Horizontal, ±15° Vertical
Grayscale: Apply to 25% of images
Hue: Between -25° and +25°
Cutout: 3 boxes with 10% size each
Mosaic: Applied