Jernyl Jan Acero

ID detector

Object Detection

ID detector Image Dataset

v2

2023-12-04 11:29pm

Generated on Dec 4, 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%
72Images
Valid Set 9%
7Images
Test Set 4%
3Images

Preprocessing

Auto-Orient: Applied
Isolate Objects: Applied
Resize: Stretch to 640x640
Auto-Adjust Contrast: Using Adaptive Equalization

Augmentations

Outputs per training example: 3
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Crop: 0% Minimum Zoom, 34% Maximum Zoom
Shear: ±35° Horizontal, ±29° Vertical
Hue: Between -64° and +64°
Brightness: Between -76% and +76%
Exposure: Between -54% and +54%
Blur: Up to 11px
Cutout: 7 boxes with 13% size each
Bounding Box: Blur: Up to 3.75px