Dataset Versions

v2

2023-12-01 12:24am

Generated on Nov 30, 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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Preprocessing

Auto-Orient: Applied
Isolate Objects: Applied
Static Crop: 25-75% Horizontal Region, 25-75% Vertical Region
Resize: Stretch to 640x640
Modify Classes: 1 remapped, 0 dropped

Augmentations

Outputs per training example: 3
Flip: Horizontal
Crop: 0% Minimum Zoom, 53% Maximum Zoom
Rotation: Between -15° and +15°
Saturation: Between -25% and +25%
Brightness: Between -16% and +16%
Exposure: Between -24% and +24%
Blur: Up to 1.75px
Mosaic: Applied
Bounding Box: Crop: 0% Minimum Zoom, 50% Maximum Zoom
Bounding Box: Rotation: Between -21° and +21°
Bounding Box: Brightness: Between -27% and +27%
Bounding Box: Blur: Up to 2.5px

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