Samuel Manik

Agni

Object Detection

Agni Image Dataset

v3

2022-11-02 8:20pm

Generated on Nov 2, 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 87%
1302Images
Valid Set 8%
120Images
Test Set 4%
67Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Crop: 0% Minimum Zoom, 20% Maximum Zoom
Rotation: Between -45° and +45°
Cutout: 7 boxes with 18% size each
Mosaic: Applied
Bounding Box: Crop: 0% Minimum Zoom, 50% Maximum Zoom