Cyril Chan

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*NEW* MAPUA CPE THESIS

Object Detection

*NEW* MAPUA CPE THESIS Image Dataset

Versions
for YOLOv4
v6
Feb 14, 2022
for YOLO 60-20-20
v4
Jan 19, 2022
for RPI
v3
Jan 19, 2022
for YOLO 70-20-10
v2
Jan 19, 2022
for YOLO 80-10-10
v1
Jan 19, 2022
v1

for YOLO 80-10-10

Generated on Jan 19, 2022
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Pascal VOC XML
Common XML annotation format for local data munging (pioneered by ImageNet).
CreateML JSON
CreateML JSON format is used with Apple's CreateML and Turi Create tools.
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3773 Total Images

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Dataset Split

Train Set 82%
3087Images
Valid Set 9%
345Images
Test Set 9%
341Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 416x416
Auto-Adjust Contrast: Using Adaptive Equalization

Augmentations

Outputs per training example: 3
Flip: Horizontal
Rotation: Between -45° and +45°
Saturation: Between -25% and +25%
Brightness: Between -25% and +25%
Exposure: Between -20% and +20%
Blur: Up to 5px
Noise: Up to 5% of pixels