Luigi Bruno

DOTA

Object Detection

DOTA Image Dataset

v7

DOTA_SSD_640_AUG

Generated on Dec 9, 2021

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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 75%
4233Images
Valid Set 8%
458Images
Test Set 17%
937Images

Preprocessing

Auto-Orient: Applied
Resize: Fit within 640x640

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
Grayscale: Apply to 8% of images
Noise: Up to 1% of pixels