fadymakled

drone_detect

Object Detection

drone_detect Image Dataset

v4

drone_aug

Generated on Apr 26, 2022

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 90%
3003Images
Valid Set 10%
338Images
Test Set %
0Images

Preprocessing

Resize: Stretch to 416x416

Augmentations

Outputs per training example: 3
Rotation: Between -45° and +45°
Grayscale: Apply to 41% of images
Noise: Up to 13% of pixels
Cutout: 8 boxes with 13% size each
Bounding Box: Rotation: Between -25° and +25°
Bounding Box: Shear: ±15° Horizontal, ±15° Vertical
Bounding Box: Blur: Up to 10px
Bounding Box: Noise: Up to 5% of pixels