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AD-linming02's Projects

husky icon husky

Common packages for the Clearpath Husky

jetson-inference icon jetson-inference

Guide to deploying deep-learning inference networks and deep vision primitives with TensorRT and NVIDIA Jetson.

kitti2bag icon kitti2bag

Convert KITTI dataset to ROS bag file the easy way!

loam_velodyne icon loam_velodyne

Laser Odometry and Mapping (Loam) is a realtime method for state estimation and mapping using a 3D lidar.

openpilot icon openpilot

openpilot is an open source driver assistance system. openpilot performs the functions of Automated Lane Centering and Adaptive Cruise Control for over 150 supported car makes and models.

pykitti icon pykitti

Python tools for working with KITTI data.

realsense icon realsense

Intel(R) RealSense(TM) ROS Wrapper for D400 series and SR300 Camera

resources icon resources

Some resources from internet that is opened.

robotics-term2-p1-robot-inference icon robotics-term2-p1-robot-inference

Object detection is a priority task that helps manipulator and ground vehicle to complete their missions. Object detection should provide object position and object class for implementing specify operation. Especially, when a robot want to do a operation with a tool, robot needs to know what the kind of the tool is. So an automated tool recognition solution is needed. In this paper, a method based on convolutional neural network is presented. Using supervised learning on the NVIDIA deep learning platform which name is DIGITS. The hardware to gathering the data is a depth camera d435 from INTEL. The common deep learning layer structure used in this paper is ’GoogLeNet’ and ’Alexnet’. With the GPU acceleration parallel computing service which is provided from Udacity reduces a lot of time. With this method, algorithm can gives a reliable recognition result with only RGB input. The result is only verified in single picture level.

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