robotchild

ibo

Object Detection

ibo Image Dataset

v4

2023-08-03 6:09pm

Generated on Aug 3, 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 82%
45Images
Valid Set 11%
6Images
Test Set 7%
4Images

Preprocessing

Auto-Orient: Applied
Isolate Objects: Applied
Resize: Stretch to 480x640

Augmentations

Outputs per training example: 3
Flip: Horizontal
Crop: 10% Minimum Zoom, 44% Maximum Zoom
Rotation: Between -20° and +20°
Shear: ±33° Horizontal, ±45° Vertical
Blur: Up to 0.25px
Noise: Up to 3% of pixels

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