Projects

Project I

Object Detection

Project I Image Dataset

v12

2024-06-03 8:31pm

Generated on Jun 3, 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.
CreateML JSON
CreateML JSON format is used with Apple's CreateML and Turi Create tools.
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Dataset Split

Train Set 83%
5643Images
Valid Set 10%
651Images
Test Set 7%
493Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 480x480

Augmentations

Outputs per training example: 3
Flip: Horizontal
Brightness: Between -15% and +15%
Exposure: Between -10% and +10%
Blur: Up to 1px
Noise: Up to 1.53% of pixels
ws1
helmet-person-TKTi
1790 images
ws1
helmet-person
1737 images
-Helmet-NoHelmet-
1375 images
ppe-i7ar
2928 images