Landscape Object Detection on Satellite Images with AI

Object Detection

Dataset Versions

v2

2023-06-21 9:03pm

Generated on Jun 21, 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 92%
270Images
Valid Set 4%
12Images
Test Set 4%
11Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 1000x600

Augmentations

Outputs per training example: 3
Flip: Horizontal
90° Rotate: Clockwise, Counter-Clockwise
Bounding Box: 90° Rotate: Clockwise, Counter-Clockwise, Upside Down