Andrew Crook

Homefront

Object Detection

Homefront Image Dataset

v1

2022-04-26 12:01pm

Generated on Apr 26, 2022

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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 92%
257Images
Valid Set 4%
11Images
Test Set 4%
11Images

Preprocessing

Resize: Fit (black edges) in 640x640
Auto-Adjust Contrast: Using Adaptive Equalization
Modify Classes: 0 remapped, 5 dropped

Augmentations

Outputs per training example: 3
Brightness: Between -25% and +25%
bullet-holes
110 images
Bullet-Holes-and-stickers-Bullet-holes
416 images
doorknobs
392 images