Dataset Versions

v4

2023-08-10 12:34pm

Generated on Aug 10, 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.
Other Formats
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Dataset Split

Train Set 93%
23151Images
Valid Set 4%
990Images
Test Set 3%
751Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 256x256
Modify Classes: 0 remapped, 0 dropped
Filter Null: Require all images to contain annotations.

Augmentations

Outputs per training example: 3
Flip: Horizontal
Rotation: Between -15° and +15°
Brightness: Between -19% and +19%
Exposure: Between -16% and +16%
Blur: Up to 1.25px
Noise: Up to 2% of pixels

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