tranleanh / adas_od_enhance

This is the implementation of the paper "Enhancement of Robustness in Object Detection Module for Advanced Driver Assistance Systems" in 2021 International Conference on System Science and Engineering (ICSSE2021)

Enhancement of Robustness in Object Detection Module for Advanced Driver Assistance Systems

This is the implementation of the paper "Enhancement of Robustness in Object Detection Module for Advanced Driver Assistance Systems" in 2021 International Conference on System Science and Engineering (ICSSE2021)

Read Paper at IEEE Xplore or ResearchGate

Result

Dependencies

• Python 3.6+
• OpenCV
• Tensorflow 1.X
• Pyenv (optional)

Train

$ python train.py

Test

$ python test.py

Output

File format: {image_name}.txt [ class_name confidence x1 y1 x2 y2 ]

person 0.980528 194 356 466 513
person 0.897605 752 372 975 467
person 0.414176 580 372 646 416

References

• https://github.com/YunYang1994/tensorflow-yolov3
• https://github.com/tranleanh/yolov3-django-streaming

April 2021

Tran Le Anh