jhunt22@ross.org

ticks

Object Detection

ticks Image Dataset

v2

2022-01-31 10:25pm

Generated on Feb 1, 2022

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%
660Images
Valid Set 8%
63Images
Test Set 4%
31Images

Preprocessing

Resize: Stretch to 416x416

Augmentations

Outputs per training example: 3
Rotation: Between -18° and +18°
Blur: Up to 2px
Noise: Up to 9% of pixels
Bounding Box: Rotation: Between -17° and +17°