awesome-robotics
by ahundt
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
Kiloreaux/awesome-robotics
Learn about Robotics
Robotics Libraries
Another list of awesome robotics libraries
Robotics Coursework
A list of robotics courses you can take online
Deep Learning
Neural networks
Relevant Awesome Lists / Deep Learning
TensorFlow
Library for machine intelligence
Papers
The most cited deep learning papers
Relevant Awesome Lists
Deep Vision
Deep learning for computer vision
Data Visualization
See what your robot is doing with any programming language
- paperswithcode state of the art
List of state of the art results on various machine learning benchmarks
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
Machine Learning / TensorFlow related
- 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
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
handeye-calib-camodocal
generic robot hand-eye calibration
robot_calibration
generic robot kinematics calibration for ROS
kalibr
camera and imu calibration for ROS
Reinforcement Learning
"Good Robot!": Efficient Reinforcement Learning for Multi-Step Visual Tasks with Sim to Real Transfer
A real robot completes multi-step tasks after <20k simulated actions. (disclaimer: @ahundt is first author)
TensorForce
A TensorFlow library for applied reinforcement learning
gqcnn
for grasp planning using training datasets from the
Guided Policy Search
Guided policy search (gps) algorithm and LQG-based trajectory optimization, meant to help others understand, reuse, and build upon existing work
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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Featured in 2 awesome lists
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