fort

fort

Object Detection

fort Image Dataset

v4

2024-01-29 6:39am

Generated on Jan 28, 2024

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 95%
12861Images
Valid Set 4%
500Images
Test Set 1%
200Images

Preprocessing

Auto-Orient: Applied
Static Crop: 30-69% Horizontal Region, 27-93% Vertical Region
Resize: Stretch to 320x320
Auto-Adjust Contrast: Using Adaptive Equalization
Filter Null: Require at least 50% of images to contain annotations.

Augmentations

Outputs per training example: 3
Blur: Up to 4.5px
Noise: Up to 1.87% of pixels