QUT

egh455

Object Detection

egh455 Image Dataset

v3

2023-10-09 9:18am

Generated on Oct 8, 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%
786Images
Valid Set 8%
75Images
Test Set 4%
38Images

Preprocessing

Auto-Orient: Applied
Resize: Fit within 640x480

Augmentations

Outputs per training example: 3
Rotation: Between -7° and +7°
Hue: Between -6° and +6°
Saturation: Between -7% and +7%
Bounding Box: Brightness: Between -9% and +9%
Bounding Box: Noise: Up to 5% of pixels
Valves-Gauges-Markers-Wi5s
325 images
Valves-Gauges-Markers
325 images
valve-gauge-arUcoMarker
1055 images
UAV
Gauge-Valve
1521 images