Sample Objects Including the Unidentified

Undefined Objects

Object Detection

Undefined Objects Image Dataset

v2

2024-05-18 11:26pm

Generated on May 18, 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 83%
7044Images
Valid Set 12%
1003Images
Test Set 6%
475Images

Preprocessing

Auto-Orient: Applied
Resize: Fit within 224x224

Augmentations

Outputs per training example: 2
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Rotation: Between -15° and +15°
Shear: ±12° Horizontal, ±12° Vertical
Blur: Up to 2.2px
Noise: Up to 1.88% of pixels