NTCU

Concentration System

Object Detection

Concentration System Image Dataset

v4

2023-08-24 6:30pm

Generated on Aug 24, 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 70%
2202Images
Valid Set 20%
631Images
Test Set 10%
314Images

Preprocessing

Auto-Orient: Applied

Augmentations

Outputs per training example: 3
Flip: Horizontal
Crop: 0% Minimum Zoom, 40% Maximum Zoom
Rotation: Between -10° and +10°
Hue: Between -20° and +20°
Saturation: Between -25% and +25%
Brightness: Between -25% and +25%
Exposure: Between -10% and +10%
Cutout: 3 boxes with 10% size each