ZUNE DRONES

base_detection

Object Detection

base_detection Image Dataset

v2

2024-04-16 4:10pm

Generated on Apr 16, 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.
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Dataset Split

Train Set 90%
1500Images
Valid Set 6%
100Images
Test Set 4%
66Images

Preprocessing

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

Augmentations

Outputs per training example: 3
Flip: Horizontal
Rotation: Between -4° and +4°
Shear: ±4° Horizontal, ±0° Vertical
Saturation: Between -6% and +6%
Brightness: Between -21% and +21%
Exposure: Between -15% and +15%
Blur: Up to 2px
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