MPCS

Herb Lens

Object Detection

Herb Lens Image Dataset

v1

2024-01-25 6:40am

Generated on Jan 24, 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 88%
3612Images
Valid Set 8%
334Images
Test Set 4%
148Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Bounding Box: Flip: Horizontal, Vertical
Bounding Box: 90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Bounding Box: Brightness: Between -15% and +15%
Bounding Box: Exposure: Between -17% and +17%
Bounding Box: Blur: Up to 3px
Bounding Box: Noise: Up to 0.5% of pixels

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