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PhD Internship - Remote

To create an intelligent humanoid in the 3D world, the first step is to track real human motions in physical simulation. Although human motion capture and generation have been extensively studied in the past, it is still unclear how to let a humanoid track human motions precisely, while keeping the body balance at various terrains. Our goal is to explore this direction, and develop an effective cross-embodiment body and hand motion tracking algorithm in physical simulation.
YOUR TASKS:

  • Creating a workflow to transfer motions from SMPL-X to humanoids (e.g. Unitree G1) in simulation.

  • Developing an algorithm to perform cross-embodiment motion tracking.

  • Evaluating the performance of the tracking algorithm.

  • Combining generating motion models (e.g. diffusion models) to the tracking algorithm.

YOUR PROFILE:

  • Knowledge of PyTorch, deep learning, neural networks, C++.

  • Knowledge of good software development practice, e.g. git, documentation.

  • Knowledge of reinforcement learning and robot physical simulation.

  • Knowledge of SMPL, SMPL-X, or character animation.

  • At least one paper in CVPR/ICCV/ECCV/IROS/ICRA or equivalent.

WE OFFER:

  • Research experiences both in academia and industry.

  • Possibility of paper publication.

  • 6-months working contract.

  • Flexible remote work with global availability

Our values

Diversity isn’t just a statement at Meshcapade, it sits at the core of the company.
We believe in the diversity of thought because we appreciate that this makes us stronger. Therefore, we encourage applications from everyone who can offer their unique experience to our collective achievements.

What You Should Know About PhD Internship - Remote, Meshcapade GmbH

Are you ready to dive into the exciting world of humanoid robotics? Join Meshcapade as a PhD Intern, where your innovative ideas and technical skills will be put to the test in a remote setting. In this role, you'll focus on creating an intelligent humanoid in a 3D environment. Your primary task will be developing an algorithm for cross-embodiment body and hand motion tracking, which is essential for ensuring that our humanoids can mimic real human motions effectively and maintain balance across diverse terrains. You'll create workflows to transfer motions from SMPL-X models to our humanoids, like the Unitree G1 simulation, evaluate your algorithms' performance, and even integrate diffusion models to enhance motion generation. If you have a solid background in PyTorch, deep learning, and C++, along with a passion for robotic simulation, then this internship is for you. Your contributions will not only aid in our current projects but also pave the way for research publications that showcase your hard work. At Meshcapade, we value diversity and the unique perspectives it brings. You’ll enjoy a flexible work environment while collaborating with a talented team that is eager to learn and innovate. If you have published research in top-tier conferences and are excited about the future of humanoid robotics, we would love to see your application. Come and be part of a team that values your individuality and expertise!

Frequently Asked Questions (FAQs) for PhD Internship - Remote Role at Meshcapade GmbH
What are the main responsibilities of a PhD intern at Meshcapade?

As a PhD Intern at Meshcapade, your key responsibilities revolve around developing intelligent humanoids in a 3D simulated environment. You will create workflows for motion transfer from SMPL-X to humanoids like the Unitree G1, construct algorithms for cross-embodiment motion tracking, evaluate the effectiveness of these algorithms, and integrate motion generation models to improve on tracking capabilities. This experience will provide crucial research opportunities within both academic and industrial realms.

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What qualifications are required for the PhD Internship at Meshcapade?

Ideal candidates for the PhD Internship at Meshcapade are expected to have a solid foundation in programming and machine learning, particularly in PyTorch and C++. Knowledge of neural networks, reinforcement learning, and robot physical simulation is highly beneficial. Additionally, familiarity with character animation, especially concepts such as SMPL and SMPL-X, is necessary, along with a track record of publishing research in conferences like CVPR, ICCV, or IROS.

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What type of work culture can interns expect at Meshcapade?

Interns at Meshcapade will experience a flexible remote work culture that emphasizes diversity and inclusivity. The company values the unique perspectives each team member brings to the table, fostering an environment where innovation thrives. Collaboration with talented individuals across different backgrounds will not only enhance your learning but also contribute to exciting projects in the field of robotics.

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Will the PhD internship at Meshcapade lead to publication opportunities?

Yes! One of the significant perks of the PhD Internship at Meshcapade is the potential for publication. Interns will have the chance to work on cutting-edge research and contribute findings that can lead to publication in reputable conferences and journals, providing a valuable addition to your academic portfolio.

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How long will the PhD internship at Meshcapade last?

The PhD Internship at Meshcapade has a duration of six months. This period will allow you to immerse yourself in meaningful projects that align with your academic pursuits while gaining valuable industry experience in the realm of humanoid robotics.

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Common Interview Questions for PhD Internship - Remote
Can you explain your experience with motion tracking algorithms?

When discussing your experience with motion tracking algorithms, emphasize any projects or research you've conducted, detailing the methodologies you used, the challenges faced, and how you overcame them. Relate this back to the work you'll be doing at Meshcapade, highlighting how your previous experiences will enable you to contribute effectively.

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What programming languages are you proficient in, and how have you applied them in past projects?

Be specific about your proficiency in programming languages, especially C++ and Python. Provide examples of projects where you've applied these skills, particularly in relation to deep learning frameworks like PyTorch. This gives the interviewers insight into your technical capabilities and how they align with the internship requirements.

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How do you approach problem-solving in algorithm development?

Discuss your systematic approach to problem-solving, such as breaking complex issues into manageable parts, researching existing solutions, and iterating on your ideas. It can be beneficial to share a specific example where your problem-solving skills led to a successful outcome, particularly in relation to robotics or motion tracking.

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What is your familiarity with reinforcement learning techniques?

When addressing your familiarity with reinforcement learning, mention any specific courses taken, projects completed, or papers studied. Discuss how these experiences helped you understand the concepts and their applicability to the development of algorithms for humanoid robotics, such as those you’d be working on at Meshcapade.

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How have you implemented character animation techniques in past research?

Be sure to share any experiences with character animation techniques, perhaps mentioning software or frameworks you've used, such as SMPL or SMPL-X. Talk about how these techniques have been applied in real-world scenarios or research projects and how they can translate into the work you’ll be doing as a PhD intern.

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Can you describe a successful project you've been a part of related to humanoid robotics?

Detail a specific project about humanoid robotics that you've worked on, covering your role and the impact of your contributions. Highlight the technologies and methodologies used, the key challenges you faced, and the outcomes achieved. This shows your direct relevance to the internship’s requirements.

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What is your understanding of good software development practices?

Discuss the importance of maintaining clean code, proper documentation, version control with tools like Git, and collaborative coding practices. Relating this back to how it applies to the PhD internship will show that you are not only technically skilled but also mindful of industry-standard practices.

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How do you keep up with the latest research in robotics and machine learning?

Express your commitment to staying current in the field by mentioning specific journals, conferences, or online communities you follow. You can also reference your own research contributions or papers published, which indicate your active involvement in the academic community.

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What do you hope to gain from your internship experience at Meshcapade?

Discuss your desire to acquire hands-on experience, the opportunity to collaborate with experienced professionals, and the ability to apply your theoretical knowledge in practical settings. Mention your interest in contributing to innovative projects and how you hope this internship will shape your career in humanoid robotics.

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Why are you excited about the opportunity at Meshcapade?

When answering this question, convey your passion for humanoid robotics and how Meshcapade’s mission aligns with your personal and professional goals. Highlight aspects of the company culture, the projects they’re working on, and the potential for growth within the organization that excite you.

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Meshcapade GmbH ("us", "we", or "our") operates the meshcapade.com website (hereinafter referred to as the "Service").

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Internship, remote
DATE POSTED
April 16, 2025

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