elephants

elephant-13.12.22

Object Detection

elephant-13.12.22 Image Dataset

v2

2022-12-13 12:17pm

Generated on Dec 13, 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 88%
5001Images
Valid Set 8%
475Images
Test Set 4%
238Images

Preprocessing

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

Augmentations

Outputs per training example: 3
Crop: 0% Minimum Zoom, 0% Maximum Zoom
Hue: Between -25° and +25°
Saturation: Between -25% and +25%
Blur: Up to 5px
Noise: Up to 15% of pixels