Victor

PeopleYoloV7

Object Detection

PeopleYoloV7 Image Dataset

v5

ClassMergedPeople_Tile2x2-augment1x

Generated on Nov 16, 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 70%
18112Images
Valid Set 20%
5176Images
Test Set 10%
2588Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640
Tile: 2 rows x 2 columns
Modify Classes: 2 remapped, 10 dropped

Augmentations

Outputs per training example: 1
Flip: Horizontal
Crop: 0% Minimum Zoom, 15% Maximum Zoom
Rotation: Between -5° and +5°
Grayscale: Apply to 5% of images
Hue: Between -15° and +15°
Saturation: Between -15% and +15%
Brightness: Between -15% and +15%
Exposure: Between -15% and +15%
Blur: Up to 0.5px
Cutout: 5 boxes with 3% size each
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