panda-gym VS habitat-api

Compare panda-gym vs habitat-api and see what are their differences.

panda-gym

Set of robotic environments based on PyBullet physics engine and gymnasium. (by qgallouedec)

habitat-api

A modular high-level library to train embodied AI agents across a variety of tasks, environments, and simulators. [Moved to: https://github.com/facebookresearch/habitat-lab] (by facebookresearch)
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panda-gym habitat-api
3 1
446 752
- -
5.3 8.4
5 months ago over 2 years ago
Python Python
MIT License MIT License
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
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For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.

panda-gym

Posts with mentions or reviews of panda-gym. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2022-10-29.
  • Hyperparameters for pick&place with Franka Emika manipulator
    1 project | /r/reinforcementlearning | 16 Jan 2023
    I'm trying to solve pick&place (and possibly also the other tasks in this repository) with Franka Emika Panda manipulator implemented in Mujoco. I've tried for long with stable_baseline3 but without any results, someone told me to try with RLLib because has better implementation (?), but still I can't find any solution...
  • SAFE-PANDA-GYM a modification to Panda - Gym to train Safe-RL agents
    3 projects | /r/reinforcementlearning | 29 Oct 2022
    We develop a modification to the Panda Gym by adding constraints to the environments like Unsafe regions and, constraints on the task. The aim is to develop an environment to test CMDPs (Constraint Markov Decision Process) / Safe-RL algorithms such as CPO, PPO - Lagrangian and algorithms developed by the team. Agents would not only have to come up with optimal policy for control and planning but also ensure they don't violate a constraint.
  • Did anyone try Panda-Gym?
    2 projects | /r/reinforcementlearning | 12 Jan 2022
    The acquisition of Mujoco makes Openai to remove the robotics from their repo. I had no choice but to find an alternative. Then I found https://github.com/qgallouedec/panda-gym which is built on PyBullet.

habitat-api

Posts with mentions or reviews of habitat-api. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2021-12-03.

What are some alternatives?

When comparing panda-gym and habitat-api you can also consider the following projects:

dm_env - A Python interface for reinforcement learning environments

simglucose - A Type-1 Diabetes simulator implemented in Python for Reinforcement Learning purpose

dreamerv2 - Mastering Atari with Discrete World Models

holodeck - High Fidelity Simulator for Reinforcement Learning and Robotics Research.

stable-baselines3 - PyTorch version of Stable Baselines, reliable implementations of reinforcement learning algorithms.

MATLAB-Simulink-Challenge-Project-Hub - This MATLAB and Simulink Challenge Project Hub contains a list of research and design project ideas. These projects will help you gain practical experience and insight into technology trends and industry directions.

sapai - Super auto pets engine built with reinforment learning training in mind

PyGame-Learning-Environment - PyGame Learning Environment (PLE) -- Reinforcement Learning Environment in Python.

dreamer - Dream to Control: Learning Behaviors by Latent Imagination

DI-sheep - 羊了个羊 + 深度强化学习(Deep Reinforcement Learning + 3 Tiles Game)

Safe-panda-gym - OpenaAI Gym Franka Emika Panda robot environment based on PyBullet.

ai-robot-hand-with-raspberry-pi - A robotics hand that mimics human hands using Computer Vision.