CTARG

ARS

Object Detection

ARS Image Dataset

v6

2023-11-22 2:21pm

Generated on Nov 22, 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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Dataset Split

Train Set 87%
1977Images
Valid Set 8%
189Images
Test Set 4%
94Images

Preprocessing

Resize: Stretch to 1280x1280
Auto-Adjust Contrast: Using Contrast Stretching

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
Brightness: Between -4% and +4%
Noise: Up to 2% of pixels
Bounding Box: Rotation: Between -3° and +3°

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