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Collision-Avoidance-System

May I present you a collision-avoidance-system using the DepthAI OAK-D

Description

For additional information to the project check out the detailed paper I wrote. Please also check out the added code, dataset, trained models, PowerPoint presentation and additional files. https://drive.google.com/drive/folders/1P4aJD1bQrliQuO2XWLKK_LW5oQck8lYP?usp=share_link

Demo - YoloV5 COCO dataset

testdemo.mp4

Object Detection, Distance Messurement and Path Finding

Getting Started

  1. Clone the repo
git clone https://github.com/Jojo942004/Collision-Avoidance-System
  1. download the folders from google drive to get access to custom models trained on boat images, pretrained models of the yolov5 repo, custom boat dataset

https://drive.google.com/drive/folders/1P4aJD1bQrliQuO2XWLKK_LW5oQck8lYP?usp=share_link

  1. connect your OAK-D by Luxonis
  2. simply run
python collision-avoidance-system.py

Additional Resources

To gain access to trial data, custom models please visit
https://drive.google.com/drive/folders/1P4aJD1bQrliQuO2XWLKK_LW5oQck8lYP?usp=share_link

Object Detection in action

Testvideo.1.1.mp4

Presentation

Presentation Collision Avoidance System.pdf

Dependencies

depthai==2.17.4.0
torch==1.12.0+cu116
torchaudio==0.12.0+cu116
torchvision==0.13.0+cu116
opencv-contrib-python==4.6.0.66
opencv-python==4.6.0.66
numpy
math
multiprocessing
time

Authors

Johannes Zimmermann @Jojo942004

collision-avoidance-system's People

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collision-avoidance-system's Issues

Webcam or Mono camera

Hi,
Thanks for you code.
How can I use your code by webcam or Mono camera? How?
Can I use your code in Darknet code? I mean, Darknet for collision avoidance. How?
please, help me.
Thanks.

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