workshop1

ss

Object Detection

ss Image Dataset

v5

2022-05-10 12:05am

Generated on May 9, 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 86%
48Images
Valid Set 7%
4Images
Test Set 7%
4Images

Preprocessing

Auto-Orient: Applied
Static Crop: 17-88% Horizontal Region, 6-92% Vertical Region
Resize: Stretch to 416x416

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
Crop: 0% Minimum Zoom, 6% Maximum Zoom
Rotation: Between -15° and +15°
Noise: Up to 4% of pixels
Bounding Box: Noise: Up to 2% of pixels

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