71num

65

Object Detection

65 Image Dataset

v1

2024-04-02 3:14pm

Generated on Apr 2, 2024

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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 88%
210Images
Valid Set 13%
30Images
Test Set %
0Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640
Auto-Adjust Contrast: Using Contrast Stretching

Augmentations

Outputs per training example: 3
Crop: 0% Minimum Zoom, 6% Maximum Zoom
Rotation: Between -4° and +4°
Shear: ±4° Horizontal, ±6° Vertical
Hue: Between -4° and +4°
Saturation: Between -2% and +2%
Brightness: Between -2% and +2%
Exposure: Between -2% and +2%
Noise: Up to 0.18% of pixels
Cutout: 4 boxes with 1% size each

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