Pigannotationdataset

PAB-2022-OLFU-Capstone

Object Detection

PAB-2022-OLFU-Capstone Image Dataset

v1

2022-12-12 8:26am

Generated on Dec 12, 2022

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.
Other Formats
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Dataset Split

Train Set 87%
9948Images
Valid Set 8%
944Images
Test Set 4%
482Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Flip: Horizontal
Rotation: Between -15° and +15°
Grayscale: Apply to 25% of images
Exposure: Between -15% and +15%
Noise: Up to 5% of pixels
Cutout: 2 boxes with 9% size each