capstone design

capstone

Object Detection

capstone Image Dataset

v2

2022-11-05 3:40pm

Generated on Nov 5, 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%
54Images
Valid Set 8%
5Images
Test Set 5%
3Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Flip: Horizontal
Crop: 0% Minimum Zoom, 20% Maximum Zoom
Shear: ±15° Horizontal, ±14° Vertical
Saturation: Between -40% and +40%
Exposure: Between -23% and +23%
Blur: Up to 2px
Noise: Up to 10% of pixels
personal-mobility
105 images
kb
kb
-helmet-Nohelmet-overriding
598 images