Awesome Lists

awesome-robotics

by ahundt

awesome listpushed almost 3 years ago

A curated list of awesome links and software libraries that are useful for robots.

AI summary

Robotics toolkit

A curated collection of resources and libraries for building robot-related software

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What's in the list

77 links in 17 sections, with live GitHub stats.activeno commit in 2y

Relevant Awesome Lists

Relevant Awesome Lists / Deep Learning

  • TensorFlow

    Library for machine intelligence

  • Papers

    The most cited deep learning papers

Relevant Awesome Lists

Simulators

  • CoppeliaSim

    Create, Simulate, any Robot. (formerly named V-REP)

  • Microsoft Airsim

    Open source simulator based on Unreal Engine for autonomous vehicles from Microsoft AI & Research

  • Bullet Physics SDK

    Real-time collision detection and multi-physics simulation for VR, games, visual effects, robotics, machine learning etc. Also see

Visualization, Video, Display, and Rendering

  • Pangolin

    A lightweight portable rapid development library for managing OpenGL display / interaction and abstracting video input

  • PlotJuggler

    Quickly plot and re-plot data on the fly! Includes optional ROS integration

  • Data Visualization

    A list of awesome data visualization tools

  • Keras

    Deep Learning library for Python. Convnets, recurrent neural networks, and more. Runs on TensorFlow or Theano

  • keras-contrib

    Keras community contributions

  • TensorFlow

    An open-source software library for Machine Intelligence

  • recurrentshop

    Framework for building complex recurrent neural networks with Keras

  • tensorpack

    Neural Network Toolbox on TensorFlow

  • tensorlayer

    Deep Learning and Reinforcement Learning Library for Researchers and Engineers

  • TensorFlow-Examples

    TensorFlow Tutorial and Examples for beginners

  • hyperas

    Keras + Hyperopt: A very simple wrapper for convenient hyperparameter optimization

  • elephas

    Distributed Deep learning with Keras & Spark

  • PipelineAI

    End-to-End ML and AI Platform for Real-time Spark and Tensorflow Data Pipelines

  • sonnet

    Google Deepmind APIs on top of TensorFlow

  • visipedia/tfrecords

    Demonstrates the use of TensorFlow's TFRecord data format

  • tf-image-segmentation

    Image Segmentation framework based on Tensorflow and TF-Slim library

Logging and Messaging

  • spdlog

    Super fast C++ logging library

  • lcm

    Lightweight Communications and Marshalling, message passing and data marshalling for real-time systems where high-bandwidth and low latency are critical

Tracking

  • simtrack

    A simulation-based framework for tracking

  • ar_track_alvar

    AR tag tracking library for ROS

  • artoolkit5

    Augmented Reality Toolkit, which has excellent AR tag tracking software

Robot Operating System (ROS)

  • ROS

    Main ROS website

  • ros2/design

    Design documentation for ROS 2.0 effort

Kinematics, Dynamics, Constrained Optimization

  • jrl-umi3218/Tasks

    Tasks is library for real time control of robots and kinematic trees using constrained optimization

  • jrl-umi3218/RBDyn

    RBDyn provides a set of classes and functions to model the dynamics of rigid body systems

  • ceres-solver

    Solve Non-linear Least Squares problems with bounds constraints and general unconstrained optimization problems. Used in production at Google since 2010

  • orocos_kinematics_dynamics

    Orocos Kinematics and Dynamics C++ library

  • flexible-collsion-library

    Performs three types of proximity queries on a pair of geometric models composed of triangles, integrated with ROS

  • robot_calibration

    generic robot kinematics calibration for ROS

  • ruckig

    Real-time, time-optimal and jerk-constrained online trajectory generation

Calibration

Reinforcement Learning

Drivers for Sensors, Devices and Arms

  • libfreenect2

    Open source drivers for the Kinect for Windows v2 and Xbox One devices

  • iai_kinect2

    Tools for using the Kinect One (Kinect v2) in ROS

  • grl

    Generic Robotics Library: Cross platform drivers for Kuka iiwa and Atracsys FusionTrack with optional v-rep and ros drivers. Also has cross platform Hand Eye Calibration and Tool Tip Calibration

Datasets

  • CoSTAR Block Stacking Dataset

    Robot stacking colored children's blocks (disclaimer: created by @ahundt)

  • shapestacks

    simulated stacks of colored children's objects

  • pascal voc 2012

    The classic reference image segmentation dataset

  • openimages

    Huge imagenet style dataset by Google

  • COCO

    Objects with segmentation, keypoints, and links to many other external datasets

  • cocostuff

    COCO additional full scene segmentation including backgrounds and annotator

  • Google Brain Robot Data

    Robotics datasets including grasping, pushing, and pouring

  • Materials in Context

    Materials Dataset with real world images in 23 categories

  • Dex-Net 2.0

    6.7 million pairs of synthetic point clouds and grasps with robustness labels

  • LabelFusion

    "A Pipeline for Generating Ground Truth Labels for Real RGBD Data of Cluttered Scenes"

  • cocostuff

    COCO additional full scene segmentation including backgrounds and annotator

Linear Algebra & Geometry

  • Eigen

    Eigen is a C++ template library for linear algebra: matrices, vectors, numerical solvers, and related algorithms

  • Boost.QVM

    Quaternions, Vectors, Matrices library for Boost

  • Boost.Geometry

    Boost.Geometry contains instantiable geometry classes, but library users can also use their own

  • SpaceVecAlg

    Implementation of spatial vector algebra for 3D geometry with the Eigen3 linear algebra library

  • Sophus

    C++ implementation of Lie Groups which are for 3D Geometry, using Eigen

Point Clouds

  • libpointmatcher

    An "Iterative Closest Point" library robotics and 2-D/3-D mapping

  • Point Cloud Library (pcl)

    The Point Cloud Library (PCL) is a standalone, large scale, open project for 2D/3D image and point cloud processing

Simultaneous Localization and Mapping (SLAM)

  • ElasticFusion

    Real-time dense visual SLAM system

  • co-fusion

    Real-time Segmentation, Tracking and Fusion of Multiple Objects. Extends ElasticFusion

  • Google Cartographer

    Cartographer is a system that provides real-time simultaneous localization and mapping (SLAM) in 2D and 3D across multiple platforms and sensor configurations

  • OctoMap

    An Efficient Probabilistic 3D Mapping Framework Based on Octrees. Contains the main OctoMap library, the viewer octovis, and dynamicEDT3D

  • ORB_SLAM2

    Real-Time SLAM for Monocular, Stereo and RGB-D Cameras, with Loop Detection and Relocalization Capabilities

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