hyunwooNam

volley_detection

Object Detection

volley_detection Image Dataset

v3

2023-12-02 10:23pm

Generated on Dec 2, 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 93%
336Images
Valid Set 4%
16Images
Test Set 2%
8Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Flip: Horizontal
Crop: 0% Minimum Zoom, 2% Maximum Zoom
Rotation: Between -5° and +5°
Shear: ±5° Horizontal, ±5° Vertical
Saturation: Between -5% and +5%
Exposure: Between -5% and +5%
Blur: Up to 0.75px
Noise: Up to 5% of pixels
Cutout: 5 boxes with 10% size each