VIA dataset

thesis

Object Detection

thesis Image Dataset

v3

2024-05-19 10:40pm

Generated on May 19, 2024

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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%
777Images
Valid Set 9%
76Images
Test Set 4%
36Images

Preprocessing

Auto-Orient: Applied
Resize: Fit within 640x640

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
Shear: ±10° Horizontal, ±10° Vertical
Exposure: Between -10% and +10%
Noise: Up to 0.48% of pixels