Caleb Sebastin Medina Castaeda

PROYECTO FINAL-SISTEMAS DE POTENCIA

Object Detection

PROYECTO FINAL-SISTEMAS DE POTENCIA Image Dataset

v5

2023-06-28 7:11pm

Generated on Jun 29, 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%
5373Images
Valid Set 6%
331Images
Test Set 3%
168Images

Preprocessing

No preprocessing steps were applied.

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Crop: 0% Minimum Zoom, 50% Maximum Zoom
Rotation: Between -40° and +40°
Shear: ±24° Horizontal, ±31° Vertical
Grayscale: Apply to 25% of images
Hue: Between -25° and +25°
Saturation: Between -25% and +25%
Brightness: Between -25% and +25%
Exposure: Between -25% and +25%
Blur: Up to 3px
Noise: Up to 17% of pixels
Cutout: 9 boxes with 11% size each
Mosaic: Applied
Bounding Box: Flip: Horizontal, Vertical
Bounding Box: 90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Bounding Box: Crop: 0% Minimum Zoom, 53% Maximum Zoom
Bounding Box: Rotation: Between -39° and +39°
Bounding Box: Shear: ±23° Horizontal, ±31° Vertical
Bounding Box: Brightness: Between -25% and +25%
Bounding Box: Exposure: Between -25% and +25%
Bounding Box: Blur: Up to 3px
Bounding Box: Noise: Up to 11% of pixels