University Andalas

Belajar CV

Object Detection

Belajar CV Image Dataset

v2

2023-11-10 4:44pm

Generated on Nov 10, 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 78%
630Images
Valid Set 12%
100Images
Test Set 10%
80Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x480

Augmentations

Outputs per training example: 3
Rotation: Between -15° and +15°
Brightness: Between -25% and +25%
Blur: Up to 5px
Noise: Up to 10% of pixels