KAL

KAL

Object Detection

KAL Image Dataset

v11

2022-07-16 5:11pm_HighAugmentation

Generated on Jul 16, 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 89%
1500Images
Valid Set 8%
136Images
Test Set 3%
56Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 416x416
Auto-Adjust Contrast: Using Adaptive Equalization

Augmentations

Outputs per training example: 3
Crop: 0% Minimum Zoom, 25% Maximum Zoom
Rotation: Between -5° and +5°
Shear: ±5° Horizontal, ±20° Vertical
Grayscale: Apply to 5% of images
Hue: Between -30° and +30°
Saturation: Between -40% and +40%
Brightness: Between -35% and +35%
Exposure: Between -25% and +25%
Blur: Up to 3px
Noise: Up to 15% of pixels
Bounding Box: Shear: ±20° Horizontal, ±10° Vertical

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