Zachary Poon

eed_squaree

Object Detection

eed_squaree Image Dataset

v1

2023-01-16 12:07pm

Generated on Jan 16, 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 87%
216Images
Valid Set 8%
20Images
Test Set 4%
11Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise
Crop: 0% Minimum Zoom, 20% Maximum Zoom
Rotation: Between -45° and +45°
Shear: ±31° Horizontal, ±31° Vertical
Grayscale: Apply to 25% of images
Hue: Between -46° and +46°
Saturation: Between -30% and +30%
Brightness: Between -56% and +56%
Exposure: Between -18% and +18%
Blur: Up to 5.75px
Noise: Up to 5% of pixels