This is a ROS package developed for object detection in camera images. You only look once (YOLO) is a state-of-the-art, real-time object detection system. In the following ROS package, you are able to use YOLO (V3) on GPU and CPU. The pre-trained model of the convolutional neural network is able to detect pre-trained classes including the data set from VOC and COCO, or you can also create a network with your own detection objects. The YOLO packages have been tested under ROS Noetic and Ubuntu 20.04. We also provide branches that work under ROS Melodic, ROS Foxy and ROS2. Darknet on the CPU is fast (approximately 1.5 seconds on an Intel Core i7-6700HQ CPU @ 2.60GHz × 8) but it's like 500 times faster on GPU! You'll have to have an Nvidia GPU and you'll have to install CUDA. The CMakeLists.txt file automatically detects if you have CUDA installed or not. CUDA is a parallel computing platform and application programming interface (API) model created by Nvidia.

Features

  • Based on the Pascal VOC 2012 dataset, YOLO can detect the 20 Pascal object classes
  • Based on the COCO dataset, YOLO can detect the 80 COCO object classes
  • This software is built on the Robotic Operating System ([ROS])
  • Depends on OpenCV (computer vision library)
  • Depends on boost (c++ library)
  • Darknet on the CPU is fast

Project Samples

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License

BSD License

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Additional Project Details

Programming Language

C++

Related Categories

C++ Machine Learning Software, C++ Neural Network Libraries, C++ Computer Vision Libraries, C++ Object Detection Models

Registered

2022-08-12