Dataset Versions

v12

2024-10-21 6:06pm

Generated on Oct 21, 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.
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Dataset Split

Train Set 93%
1773Images
Valid Set 6%
122Images
Test Set 1%
13Images

Preprocessing

Auto-Orient: Applied
Dynamic Crop: Class: doorhandle
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Mosaic: Applied
Bounding Box: Flip: Horizontal
Bounding Box: 90° Rotate: Clockwise, Counter-Clockwise
Bounding Box: Crop: 0% Minimum Zoom, 20% Maximum Zoom
Bounding Box: Rotation: Between -15° and +15°
Bounding Box: Brightness: Between -50% and +50%
Bounding Box: Exposure: Between -27% and +27%
Bounding Box: Blur: Up to 2.5px
Bounding Box: Noise: Up to 0.1% of pixels

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