EG4301

4301 Needles_polygons

Object Detection

4301 Needles_polygons Image Dataset

v3

2023-11-02 8:59pm

Generated on Nov 2, 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 85%
777Images
Valid Set 9%
80Images
Test Set 7%
60Images

Preprocessing

Auto-Orient: Applied
Auto-Adjust Contrast: Using Adaptive Equalization
Grayscale: Applied

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
Blur: Up to 12px
Noise: Up to 5% of pixels