Fadime Demir

Segmentation

Object Detection

Segmentation Image Dataset

v3

augmentli

Generated on Apr 18, 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 88%
582Images
Valid Set 8%
55Images
Test Set 4%
28Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 500x300

Augmentations

Outputs per training example: 3
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Shear: ±14° Horizontal, ±34° Vertical
Grayscale: Apply to 25% of images
Exposure: Between -16% and +16%
Blur: Up to 1.25px
Noise: Up to 14% of pixels