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أراقبك

Object Detection

أراقبك Image Dataset

v6

2023-05-12 3:20pm

Generated on May 12, 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
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Dataset Split

Train Set 75%
81Images
Valid Set 15%
16Images
Test Set 10%
11Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640
Modify Classes: 1 remapped, 0 dropped

Augmentations

Outputs per training example: 3
Flip: Horizontal
Crop: 11% Minimum Zoom, 20% Maximum Zoom
Rotation: Between -13° and +13°
Shear: ±8° Horizontal, ±4° Vertical
Grayscale: Apply to 17% of images
Hue: Between -12° and +12°
Saturation: Between -21% and +21%
Brightness: Between -28% and +28%
Exposure: Between -10% and +10%
Blur: Up to 0px
Noise: Up to 6% of pixels