EPI

autolabeling-EPI

Object Detection

autolabeling-EPI Image Dataset

v1

2023-11-24 4:54pm

Generated on Nov 24, 2023

Popular Download Formats

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%
336Images
Valid Set 8%
31Images
Test Set 4%
15Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640
Filter Null: Require all images to contain annotations.

Augmentations

Outputs per training example: 3
Rotation: Between -14° and +14°
Shear: ±20° Horizontal, ±20° Vertical
Saturation: Between -48% and +48%
Brightness: Between -26% and +26%
Blur: Up to 2.5px
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