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
v6

for YOLOv4

Generated on Feb 14, 2022
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Popular Download Formats

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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3217 Total Images

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Dataset Split

Train Set 70%
2253Images
Valid Set 20%
633Images
Test Set 10%
331Images

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