Smart Surveillance AI System using Computer Vision

Object Detection

Dataset Versions

v9

2022-10-13 10:44am

Generated on Oct 13, 2022

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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%
1729Images
Valid Set 19%
425Images
Test Set 2%
50Images

Preprocessing

Resize: Fit within 224x224
Grayscale: Applied
Modify Classes: 1 remapped, 0 dropped

Augmentations

Outputs per training example: 3
Flip: Horizontal
Rotation: Between -5° and +5°