csir

final

Object Detection

final Image Dataset

v11

2024-06-25 11:51am

Generated on Jun 25, 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.
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CreateML JSON format is used with Apple's CreateML and Turi Create tools.
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Dataset Split

Train Set 81%
2790Images
Valid Set 16%
542Images
Test Set 4%
133Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 480x480
Modify Classes: 8 remapped, 1 dropped
Filter Null: Require all images to contain annotations.

Augmentations

Outputs per training example: 3
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Shear: ±4° Horizontal, ±4° Vertical
Brightness: Between -6% and +6%