MP

zz

Object Detection

zz Image Dataset

v2

2023-08-16 10:35am

Generated on Aug 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 94%
1371Images
Valid Set 4%
63Images
Test Set 2%
27Images

Preprocessing

Auto-Orient: Applied
Resize: Fit (reflect edges) in 640x640
Auto-Adjust Contrast: Using Contrast Stretching

Augmentations

Outputs per training example: 3
Rotation: Between -15° and +15°
Shear: ±5° Horizontal, ±5° Vertical
Brightness: Between -20% and +20%
Exposure: Between -9% and +9%
Blur: Up to 1.25px
Bounding Box: Rotation: Between -7° and +7°
Bounding Box: Exposure: Between -10% and +10%
Bounding Box: Noise: Up to 1% of pixels