Ghaith Ishak

labelizing

Object Detection

labelizing Image Dataset

v8

2024-05-02 5:59pm

Generated on May 2, 2024

Popular Download Formats

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.
Other Formats
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Dataset Split

Train Set 74%
315Images
Valid Set 15%
63Images
Test Set 11%
46Images

Preprocessing

Auto-Orient: Applied
Static Crop: 22-84% Horizontal Region, 21-73% Vertical Region
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Flip: Horizontal
Grayscale: Apply to 13% of images
Saturation: Between -25% and +25%
Blur: Up to 1.8px
PFE
PUSH-BUTTON-z0cY
2029 images
headset
52 images
normal-scratch-depression-bulge
165 images