Abdulbasit Ayinla

Bottle-flip

Object Detection

Bottle-flip Image Dataset

v1

2023-08-23 11:45pm

Generated on Aug 23, 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.
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Dataset Split

Train Set 88%
406Images
Valid Set 8%
38Images
Test Set 4%
20Images

Preprocessing

Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Bounding Box: Crop: 0% Minimum Zoom, 20% Maximum Zoom
Bounding Box: Shear: ±20° Horizontal, ±20° Vertical
Bounding Box: Brightness: Between -25% and +25%
Bounding Box: Exposure: Between -20% and +20%
Bounding Box: Blur: Up to 2px
Bounding Box: Noise: Up to 5% of pixels