Anshaa allah alamy

[[[

Object Detection

[[[ Image Dataset

v1

2023-07-26 1:28am

Generated on Jul 26, 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.
CreateML JSON
CreateML JSON format is used with Apple's CreateML and Turi Create tools.
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Dataset Split

Train Set 83%
372Images
Valid Set %
0Images
Test Set 17%
76Images

Preprocessing

Auto-Orient: Applied
Isolate Objects: Applied
Static Crop: 25-50% Horizontal Region, 25-46% Vertical Region
Resize: Stretch to 640x640
Auto-Adjust Contrast: Using Histogram Equalization
Grayscale: Applied
Tile: 2 rows x 2 columns

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Brightness: Between -25% and +25%
Blur: Up to 2.5px
Noise: Up to 5% of pixels