POSTECH

head

Object Detection

head Image Dataset

v3

2024-01-09 11:51am

Generated on Jan 9, 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 95%
1950Images
Valid Set 2%
50Images
Test Set 2%
50Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Rotation: Between -15° and +15°
Cutout: 3 boxes with 10% size each
Human-Body-and-Background
1000 images
People-Cars-Human_Face
9973 images
FeiZhanDouRenYuan
4442 images