Moayad alghamdi

SUAS 2024 June 17th

Object Detection

SUAS 2024 June 17th Image Dataset

v2

2024-06-17 2:58pm

Generated on Jun 17, 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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Dataset Split

Train Set 88%
3843Images
Valid Set 8%
362Images
Test Set 4%
177Images

Preprocessing

Resize: Stretch to 1920x1080
Auto-Adjust Contrast: Using Contrast Stretching
Filter Null: Require all images to contain annotations.

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Rotation: Between -15° and +15°
Noise: Up to 0.65% of pixels