【Ubuntu&ROS】干货!小伙伴们快来拿,超全机械臂抓取开源项目!

一、基础入门

1.首先对机械臂的整体认识:

http://blog.exbot.net/archives/3337

2.CSDN上一个博主写的抓取、机械臂控制、机械臂抓取的代码解析:

https://blog.csdn.net/zzu_seu/article/details/94617814

https://blog.csdn.net/zzu_seu/article/details/89293241

https://blog.csdn.net/zzu_seu/article/details/91347757

二、进阶攻略

1.项目主要为了确定抓取位置,物体的哪个位置最容易抓取,最适合抓取,所产生的结果如下图所示,最好的抓取位置通过一个长方形框出。

https://github.com/tnikolla/robot-grasp-detection

论文:
Real-Time Grasp Detection Using Convolutional Neural Networks
【Ubuntu&ROS】干货!小伙伴们快来拿,超全机械臂抓取开源项目!_第1张图片

2.分别通过VERP仿真、UR5,实现了机械臂的抓取。

https://github.com/andyzeng/visual-pushing-grasping

论文:
Learning Synergies between Pushing and Grasping with Self-supervised Deep Reinforcement Learning
【Ubuntu&ROS】干货!小伙伴们快来拿,超全机械臂抓取开源项目!_第2张图片

3 代码地址:https://github.com/mirsking/Deep_learning_for_detectin_robotic_grasps/tree/master/deepGraspingCode

论文:
Deep Learning for Detecting Robotic Grasps

通过matlab实现。
【Ubuntu&ROS】干货!小伙伴们快来拿,超全机械臂抓取开源项目!_第3张图片

4.代码地址:https://github.com/dougsm/ggcnn

论文:
Closing the Loop for Robotic Grasping: A Real-time, Generative Grasp Synthesis Approach

5.在GAZEBO仿真中,实现的机器人抓取

https://github.com/jsbruglie/grasp

【Ubuntu&ROS】干货!小伙伴们快来拿,超全机械臂抓取开源项目!_第4张图片

6.此项目在Amazon Robotics Challenge2017(https://www.amazonrobotics.com/#/)中拿到了第一名。

https://github.com/caomw/arc-robot-vision

论文:
Robotic Pick-and-Place of Novel Objects in Clutter with Multi-Affordance Grasping and Cross-Domain Image Matching
【Ubuntu&ROS】干货!小伙伴们快来拿,超全机械臂抓取开源项目!_第5张图片

7.通过ROS2实现的机器人抓取

https://github.com/JuFengWu/techman_robot_grasp_ros2

8.通过ROS实现UR机器人抓取。

https://github.com/chjohnkim/MaskRCNN_Grasp_Detection/tree/master/maskrcnn

9.通过ROS实现带有机械臂的移动机器人抓取。

https://github.com/nkuzqy/move_and_grasp

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