ultimate

Elephants_8

Object Detection

Elephants_8 Image Dataset

v1

V11

Generated on Jun 13, 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.
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Dataset Split

Train Set 88%
16215Images
Valid Set 8%
1431Images
Test Set 4%
814Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Crop: 0% Minimum Zoom, 15% Maximum Zoom
Rotation: Between -30° and +30°
Grayscale: Apply to 15% of images
Saturation: Between -15% and +15%
Brightness: Between -15% and +15%
Blur: Up to 1px
Noise: Up to 1% of pixels
Bounding Box: Blur: Up to 1px
Bounding Box: Noise: Up to 1% of pixels