Thesis

Thesis

Object Detection

Thesis Image Dataset

v3

2022-09-30 12:09am

Generated on Sep 30, 2022

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Pascal VOC XML
Common XML annotation format for local data munging (pioneered by ImageNet).
PaliGemma
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Dataset Split

Train Set 87%
4947Images
Valid Set 8%
472Images
Test Set 4%
235Images

Preprocessing

Resize: Stretch to 1280x1280

Augmentations

Outputs per training example: 3
Crop: 0% Minimum Zoom, 15% Maximum Zoom
Rotation: Between -5° and +5°
Saturation: Between -10% and +10%
Brightness: Between -10% and +10%
Blur: Up to 0.5px
LuminariesArms
2424 images
gom
speed-traffic-sign
718 images
SpeedLimit-Signs
2286 images
RC
lane-marking-lane-markings
3276 images