APRS

Armed Person Recognition

Object Detection

Armed Person Recognition Image Dataset

v2

2023-10-31 10:40pm

Generated on Nov 1, 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
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Dataset Split

Train Set 98%
6226Images
Valid Set 1%
50Images
Test Set 1%
50Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640
Filter Null: Require all images to contain annotations.

Augmentations

Outputs per training example: 2
Flip: Horizontal
Hue: Between -25° and +25°
Saturation: Between -25% and +25%
Brightness: Between -25% and +25%
Exposure: Between -15% and +15%
Bounding Box: Shear: ±15° Horizontal, ±15° Vertical