thanchemgiokda001@gmail.com

drone-dataset

Object Detection

drone-dataset Image Dataset

v3

2023-07-09 8:50pm

Generated on Jul 9, 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%
6087Images
Valid Set 8%
580Images
Test Set 4%
290Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640
Auto-Adjust Contrast: Using Histogram Equalization

Augmentations

Outputs per training example: 3
Flip: Horizontal
Rotation: Between -30° and +30°
Cutout: 3 boxes with 20% size each