awesome-robotics
Robotics toolkit
A curated collection of resources and libraries for building robot-related software
A curated list of awesome links and software libraries that are useful for robots.
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last commit: 11 months ago
Linked from 2 awesome lists
awesomeawesome-listdatasetsdeep-learningimage-segmentationlistlistsmachine-learningoptimizationoptimization-algorithmsphysicsplanning-algorithmspoint-cloudreinforcement-learningrobotroboticsrossensorssimulationtensorflow
Awesome Robotics / Relevant Awesome Lists | |||
Kiloreaux/awesome-robotics | 4,387 | 2 months ago | Learn about Robotics |
Robotics Libraries | 2,329 | 5 months ago | Another list of awesome robotics libraries |
Robotics Coursework | 2,671 | about 3 years ago | A list of robotics courses you can take online |
Computer Vision | 21,049 | 6 months ago | |
Deep Learning | 24,288 | 7 months ago | Neural networks |
Awesome Robotics / Relevant Awesome Lists / Deep Learning | |||
TensorFlow | 17,208 | 30 days ago | Library for machine intelligence |
Papers | 25,521 | 10 months ago | The most cited deep learning papers |
Awesome Robotics / Relevant Awesome Lists | |||
Deep Vision | 10,830 | over 1 year ago | Deep learning for computer vision |
Data Visualization | 3,809 | 10 months ago | 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 | ||
Awesome Robotics / Simulators | |||
CoppeliaSim | Create, Simulate, any Robot. (formerly named V-REP) | ||
Microsoft Airsim | 16,493 | 5 months ago | Open source simulator based on Unreal Engine for autonomous vehicles from Microsoft AI & Research |
Bullet Physics SDK | 12,689 | 4 months ago | Real-time collision detection and multi-physics simulation for VR, games, visual effects, robotics, machine learning etc. Also see |
Awesome Robotics / Visualization, Video, Display, and Rendering | |||
Pangolin | 2,383 | 22 days ago | A lightweight portable rapid development library for managing OpenGL display / interaction and abstracting video input |
PlotJuggler | 4,466 | 13 days ago | Quickly plot and re-plot data on the fly! Includes optional ROS integration |
Data Visualization | 3,809 | 10 months ago | A list of awesome data visualization tools |
Awesome Robotics / Machine Learning / TensorFlow related | |||
Keras | Deep Learning library for Python. Convnets, recurrent neural networks, and more. Runs on TensorFlow or Theano | ||
keras-contrib | 1,581 | about 2 years ago | Keras community contributions |
TensorFlow | An open-source software library for Machine Intelligence | ||
recurrentshop | 765 | about 2 years ago | Framework for building complex recurrent neural networks with Keras |
tensorpack | 6,303 | over 1 year ago | Neural Network Toolbox on TensorFlow |
tensorlayer | 7,335 | almost 2 years ago | Deep Learning and Reinforcement Learning Library for Researchers and Engineers |
TensorFlow-Examples | 43,432 | 4 months ago | TensorFlow Tutorial and Examples for beginners |
hyperas | 2,179 | almost 2 years ago | Keras + Hyperopt: A very simple wrapper for convenient hyperparameter optimization |
elephas | 1,574 | over 1 year ago | Distributed Deep learning with Keras & Spark |
PipelineAI | 4,173 | 7 months ago | End-to-End ML and AI Platform for Real-time Spark and Tensorflow Data Pipelines |
sonnet | 9,782 | 9 days ago | Google Deepmind APIs on top of TensorFlow |
visipedia/tfrecords | 110 | over 4 years ago | Demonstrates the use of TensorFlow's TFRecord data format |
tf-image-segmentation | 549 | about 7 years ago | Image Segmentation framework based on Tensorflow and TF-Slim library |
Keras-FCN | 650 | almost 7 years ago | |
Awesome Robotics / Logging and Messaging | |||
spdlog | 24,463 | about 22 hours ago | Super fast C++ logging library |
lcm | 1,006 | 3 days ago | Lightweight Communications and Marshalling, message passing and data marshalling for real-time systems where high-bandwidth and low latency are critical |
Awesome Robotics / Tracking | |||
simtrack | 103 | over 5 years ago | A simulation-based framework for tracking |
ar_track_alvar | 74 | over 6 years ago | AR tag tracking library for ROS |
artoolkit5 | 287 | almost 5 years ago | Augmented Reality Toolkit, which has excellent AR tag tracking software |
Awesome Robotics / Robot Operating System (ROS) | |||
ROS | Main ROS website | ||
ros2/design | 225 | 3 months ago | Design documentation for ROS 2.0 effort |
Awesome Robotics / Kinematics, Dynamics, Constrained Optimization | |||
jrl-umi3218/Tasks | 94 | 18 days ago | Tasks is library for real time control of robots and kinematic trees using constrained optimization |
jrl-umi3218/RBDyn | 172 | 11 days ago | RBDyn provides a set of classes and functions to model the dynamics of rigid body systems |
ceres-solver | 3,882 | 29 days ago | Solve Non-linear Least Squares problems with bounds constraints and general unconstrained optimization problems. Used in production at Google since 2010 |
orocos_kinematics_dynamics | 710 | 26 days ago | Orocos Kinematics and Dynamics C++ library |
flexible-collsion-library | 1,431 | about 1 month ago | Performs three types of proximity queries on a pair of geometric models composed of triangles, integrated with ROS |
robot_calibration | 378 | 14 days ago | generic robot kinematics calibration for ROS |
ruckig | 727 | about 2 months ago | Real-time, time-optimal and jerk-constrained online trajectory generation |
Awesome Robotics / Calibration | |||
handeye-calib-camodocal | 553 | 4 months ago | generic robot hand-eye calibration |
robot_calibration | 378 | 14 days ago | generic robot kinematics calibration for ROS |
kalibr | 4,415 | 8 months ago | camera and imu calibration for ROS |
Awesome Robotics / Reinforcement Learning | |||
"Good Robot!": Efficient Reinforcement Learning for Multi-Step Visual Tasks with Sim to Real Transfer | 107 | over 2 years ago | A real robot completes multi-step tasks after <20k simulated actions. (disclaimer: @ahundt is first author) |
TensorForce | 3,297 | 4 months ago | A TensorFlow library for applied reinforcement learning |
gqcnn | 313 | 7 months ago | for grasp planning using training datasets from the |
Guided Policy Search | 598 | almost 4 years ago | Guided policy search (gps) algorithm and LQG-based trajectory optimization, meant to help others understand, reuse, and build upon existing work |
Awesome Robotics / Drivers for Sensors, Devices and Arms | |||
libfreenect2 | 2,080 | 8 months ago | Open source drivers for the Kinect for Windows v2 and Xbox One devices |
iai_kinect2 | 879 | over 1 year ago | Tools for using the Kinect One (Kinect v2) in ROS |
grl | 157 | about 3 years ago | 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 |
Awesome Robotics / 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 | 4,266 | over 3 years ago | Huge imagenet style dataset by Google |
COCO | Objects with segmentation, keypoints, and links to many other external datasets | ||
cocostuff | 836 | about 2 years ago | 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 | 836 | about 2 years ago | COCO additional full scene segmentation including backgrounds and annotator |
Awesome Robotics / Linear Algebra & Geometry | |||
Eigen | Eigen is a C++ template library for linear algebra: matrices, vectors, numerical solvers, and related algorithms | ||
Boost.QVM | 85 | 7 days ago | Quaternions, Vectors, Matrices library for Boost |
Boost.Geometry | 460 | 5 days ago | Boost.Geometry contains instantiable geometry classes, but library users can also use their own |
SpaceVecAlg | 70 | 18 days ago | Implementation of spatial vector algebra for 3D geometry with the Eigen3 linear algebra library |
Sophus | 2,071 | 5 months ago | C++ implementation of Lie Groups which are for 3D Geometry, using Eigen |
Awesome Robotics / Point Clouds | |||
libpointmatcher | 1,629 | about 1 month ago | An "Iterative Closest Point" library robotics and 2-D/3-D mapping |
Point Cloud Library (pcl) | 10,022 | about 23 hours ago | The Point Cloud Library (PCL) is a standalone, large scale, open project for 2D/3D image and point cloud processing |
Awesome Robotics / Simultaneous Localization and Mapping (SLAM) | |||
ElasticFusion | 1,803 | about 2 years ago | Real-time dense visual SLAM system |
co-fusion | 501 | over 2 years ago | Real-time Segmentation, Tracking and Fusion of Multiple Objects. Extends ElasticFusion |
Google Cartographer | 7,175 | 11 months ago | Cartographer is a system that provides real-time simultaneous localization and mapping (SLAM) in 2D and 3D across multiple platforms and sensor configurations |
OctoMap | 1,971 | about 1 month ago | An Efficient Probabilistic 3D Mapping Framework Based on Octrees. Contains the main OctoMap library, the viewer octovis, and dynamicEDT3D |
ORB_SLAM2 | 9,468 | 6 months ago | Real-Time SLAM for Monocular, Stereo and RGB-D Cameras, with Loop Detection and Relocalization Capabilities |