Door handle synth + own photos + online dataset

Object Detection

Dataset Versions

v5

2023-07-26 11:00am

Generated on Jul 26, 2023

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 88%
5160Images
Valid Set 8%
482Images
Test Set 4%
244Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640
Modify Classes: 2 remapped, 2 dropped

Augmentations

Outputs per training example: 3
Brightness: Between -20% and +20%
Exposure: Between -20% and +20%
Blur: Up to 1.75px
Noise: Up to 1% of pixels
Cutout: 3 boxes with 10% size each
Mosaic: Applied

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