Lesson 2

UAV_Aircraft_tupe_03.04.2023

Object Detection

UAV_Aircraft_tupe_03.04.2023 Image Dataset

v1

2023-04-03 12:37am

Generated on Apr 2, 2023

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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 87%
2286Images
Valid Set 8%
216Images
Test Set 4%
112Images

Preprocessing

Auto-Orient: Applied

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
Rotation: Between -15° and +15°
Shear: ±15° Horizontal, ±15° Vertical
Bounding Box: Flip: Horizontal