AAST

Thesis

Object Detection

Thesis Image Dataset

v9

2024-01-21 6:15pm

Generated on Jan 21, 2024

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 94%
4767Images
Valid Set 4%
195Images
Test Set 2%
98Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640
Filter Null: Require all images to contain annotations.

Augmentations

Outputs per training example: 7
Blur: Up to 1.1px
Cutout: 7 boxes with 21% size each
Bounding Box: Flip: Horizontal
Bounding Box: Shear: ±45° Horizontal, ±45° Vertical