pistol vs rifle

ARADS_2

Object Detection

ARADS_2 Image Dataset

v5

2024-01-10 12:25pm

Generated on Jan 10, 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 92%
17622Images
Valid Set 2%
369Images
Test Set 6%
1113Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 416x416
Modify Classes: 0 remapped, 1 dropped
Filter Null: Require all images to contain annotations.

Augmentations

Outputs per training example: 3
Bounding Box: Rotation: Between -10° and +10°
Bounding Box: Shear: ±11° Horizontal, ±11° Vertical
Bounding Box: Blur: Up to 1.5px
Bounding Box: Noise: Up to 4% of pixels