hand detect

number detect

Object Detection

number detect Image Dataset

v1

2023-12-27 8:07pm

Generated on Dec 27, 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 88%
834Images
Valid Set 8%
79Images
Test Set 4%
40Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Crop: 0% Minimum Zoom, 8% Maximum Zoom
Rotation: Between -15° and +15°
Shear: ±12° Horizontal, ±11° Vertical
Grayscale: Apply to 13% of images
Hue: Between -25° and +25°
Saturation: Between -25% and +25%
Brightness: Between -28% and +28%
Blur: Up to 1.5px
Noise: Up to 3% of pixels
Cutout: 2 boxes with 6% size each
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