Vision

Dice Detection OBB v2

Object Detection

Dice Detection OBB v2 Image Dataset

v1

2024-03-21 3:14pm

Generated on Mar 21, 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 83%
60Images
Valid Set 8%
6Images
Test Set 8%
6Images

Preprocessing

Auto-Orient: Applied
Resize: Fit within 640x640

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Rotation: Between -7° and +7°
Hue: Between -15° and +15°
Saturation: Between -15% and +15%
Brightness: Between -10% and +10%
Exposure: Between -5% and +5%
Blur: Up to 1.4px
Noise: Up to 0.69% of pixels
Dice-EqUI-Dhp5-XKbS-Dice2
93 images
Dice-EqUI-Dhp5-XKbS-Dice2-One-ZWBo-ekp9
139 images