Khairul Izham

Vehicle Class Specification

Object Detection

Vehicle Class Specification Image Dataset

v11

2023-10-17 8:35pm

Generated on Oct 17, 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 87%
7395Images
Valid Set 8%
709Images
Test Set 4%
350Images

Preprocessing

Resize: Stretch to 640x640
Grayscale: Applied

Augmentations

Outputs per training example: 3
Exposure: Between -12% and +12%
Blur: Up to 1px
Cutout: 9 boxes with 11% size each
Bounding Box: Flip: Horizontal
Bounding Box: Shear: ±0° Horizontal, ±11° Vertical