MSc AI

ramp services

Object Detection

ramp services Image Dataset

v2

2023-08-18 8:04pm

Generated on Aug 18, 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.
CreateML JSON
CreateML JSON format is used with Apple's CreateML and Turi Create tools.
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Dataset Split

Train Set 84%
42Images
Valid Set 10%
5Images
Test Set 6%
3Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Rotation: Between -15° and +15°
airport-ramp
29 images
ramp-management
93 images
all-ramp
36 images
engines-personnel
606 images
Aeroplane-terK-3GBq-1q3Q-Aeroplane-terK-ZATC-DivE-1ITN-XjO2-wUF9
414 images