Accident and Non-accident label Image Dataset

Object Detection

Dataset Versions

v14

Hai-s Augment attempt

Generated on Dec 6, 2023

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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 78%
2415Images
Valid Set 11%
338Images
Test Set 11%
339Images

Preprocessing

Resize: Fit (black edges) in 640x640

Augmentations

Outputs per training example: 3
Flip: Horizontal
Grayscale: Apply to 5% of images
Brightness: Between -20% and +20%

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