universiti teknikal malaysia melaka

Workshop_2

Object Detection

Workshop_2 Image Dataset

v3

2023-01-13 1:29am

Generated on Jan 12, 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%
213Images
Valid Set 8%
20Images
Test Set 5%
11Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Brightness: Between -15% and +15%
Blur: Up to 1.25px
Noise: Up to 6% of pixels