Computer Vision

shapes

Object Detection

shapes Image Dataset

v1

2023-11-14 10:53am

Generated on Nov 14, 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%
57Images
Valid Set 9%
6Images
Test Set 3%
2Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Flip: Horizontal
Rotation: Between -15° and +15°
Saturation: Between -25% and +25%
Exposure: Between -25% and +25%
Cutout: 4 boxes with 10% size each
square-triangle-circle
28 images
Circle-Square-Triangle
212 images
Triangle-Circle-Rectangle
212 images
things
100 images