Lohruixiang

FYP AI

Object Detection

FYP AI Image Dataset

v2

2021-12-02 1:34pm

Generated on Dec 2, 2021

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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%
303Images
Valid Set 12%
42Images
Test Set 1%
2Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 416x416

Augmentations

Outputs per training example: 3
Saturation: Between -25% and +25%
Brightness: Between -34% and +34%
Exposure: Between -27% and +27%
Blur: Up to 10px
Noise: Up to 5% of pixels
Mosaic: Applied