Clothes-1 Dataset

v2

2022-08-28 5:08pm

Generated on Aug 28, 2022

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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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Dataset Split

Train Set 88%
5634Images
Valid Set 8%
536Images
Test Set 4%
268Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 416x416
Modify Classes: 10 remapped, 0 dropped

Augmentations

Outputs per training example: 3
Flip: Horizontal
Rotation: Between -15° and +15°
Saturation: Between -50% and +50%
Brightness: Between -27% and +27%
Blur: Up to 3.25px
Cutout: 1 boxes with 20% size each
Bounding Box: Flip: Horizontal
Bounding Box: Brightness: Between -25% and +25%
Bounding Box: Blur: Up to 5px