Vassia Vardakastani

Car Subtypes

Object Detection

Car Subtypes Image Dataset

v1

2023-11-02 5:12pm

Generated on Nov 2, 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 98%
24168Images
Valid Set 2%
565Images
Test Set %
0Images

Preprocessing

Auto-Orient: Applied
Modify Classes: 4 remapped, 8 dropped

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
Crop: 0% Minimum Zoom, 20% Maximum Zoom
Rotation: Between -15° and +15°
Saturation: Between -29% and +29%
Brightness: Between -25% and +25%
Blur: Up to 2px
Noise: Up to 2% of pixels
Cutout: 3 boxes with 12% size each