Machine Learning and AI

ASSIGNMENT TWO

Object Detection

ASSIGNMENT TWO Image Dataset

v2

Best version split

Generated on May 10, 2022

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

Train Set 87%
2369Images
Valid Set 9%
232Images
Test Set 4%
112Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 416x416

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
Brightness: Between -50% and +50%
Post-trunks-Human-tractor
844 images
Post-trunks-Human-tractor
844 images
Trunks-Posts-People-Tractors
1074 images
EIT
vineyard-objects
346 images