Khow Zu Jun

FYP

Object Detection

FYP Image Dataset

v24

2022-04-15 1:57am

Generated on Apr 14, 2022

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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 72%
1234Images
Valid Set 14%
234Images
Test Set 14%
243Images

Preprocessing

Auto-Orient: Applied
Resize: Fit (white edges) in 640x640
Modify Classes: 5 remapped, 2 dropped

Augmentations

Outputs per training example: 1
Flip: Horizontal
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Rotation: Between -15° and +15°
Shear: ±15° Horizontal, ±15° Vertical
boots-helmet-vest-
4274 images
mask-and-helmet
308 images