c.sarver511@gmail.com

Senior Design

Object Detection

Senior Design Image Dataset

v1

2022-03-28 9:16pm

Generated on Mar 29, 2022

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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
CreateML JSON format is used with Apple's CreateML and Turi Create tools.
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Dataset Split

Train Set 87%
2580Images
Valid Set 8%
252Images
Test Set 5%
136Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 416x416
Tile: 2 rows x 2 columns

Augmentations

Outputs per training example: 3
Grayscale: Apply to 25% of images
Blur: Up to 10px
Noise: Up to 5% of pixels