MSDS2023

MLOps Final Project - Object Detection

Object Detection

MLOps Final Project - Object Detection Image Dataset

v2

2023-09-17 10:56pm

Generated on Sep 17, 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 89%
630Images
Valid Set 7%
53Images
Test Set 4%
26Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 2
Bounding Box: Flip: Horizontal, Vertical
Bounding Box: Rotation: Between -20° and +20°
Bounding Box: Brightness: Between -25% and +25%