Facebook

Research Intern, Deep Learning based CV & Computational Photography (PhD)

Posted on: 6 Feb 2021

Menlo Park, CA

Job Description

Facebook Reality Labs focuses on delivering Facebook's vision through Virtual Reality (VR) and Augmented Reality (AR). Enabling compelling user experiences on Virtual and Augmented Reality devices requires innovation and co-design across all layers of stack from novel algorithms to custom silicon. The FRL team is driving the state of the art forward with breakthrough work in computer vision, speech, virtual assistant, machine learning, mixed reality, graphics, displays, sensors, and new ways to map the human body among many others. We are seeking exceptional interns with a background in Deep Learning, Computer Vision and/or Computational Photography to join our On-device AI team. This team focuses on designing efficient Deep Learning-based solutions to enable compelling user experiences on mobile AR/VR systems, with particular focus on enabling on-device execution for latency, power efficiency and privacy. The ideal candidate will have practical experience in developing deep learning techniques to address challenging problems and achieve high accuracy under deployment constraints such as limited compute resources, execution latency. We are specifically looking for candidates to work in areas including but not limited to Real-Time Image Enhancements, Neural View Synthesis, AI based Camera ISP, Realtime Video Instance Segmentation, Multi-task CV algorithms etc. In this position, you will get exposure to the full stack from user experiences, algorithms down to hardware execution blocks. You will work with the domain experts in vision and image processing aspects of Virtual/Augmented Reality to understand the challenges and build state-of-the-art networks to tackle them and then work with the software/hardware team to deploy these solutions on-device. Our internships are twelve (12) - sixteen (16) weeks long and we have various start dates throughout the year.

Research Intern, Deep Learning based CV & Computational Photography (PhD) Responsibilities

* Define, plan and execute cutting-edge deep learning research to advance AR/VR experiences

* Develop novel deep learning techniques to achieve state-of-the-art accuracy within the constraints of on-device and real-time execution

* Collaborate with other research scientists and software engineers to develop innovative deep learning techniques for vision and/or computational photography use-cases

* Collaborate with software and hardware engineers to develop tradeoff curves for accuracy vs the runtime resources/constraints such as latency, energy

* Communicate the experimental results and the recommendations clearly, both within the group as well as to the cross-functional groups

Minimum Qualifications

* Currently has, or is in the process of obtaining, a PhD degree in Computer Science, Electrical Engineering or related field

* 1+ years experience in developing machine learning solutions for computer vision and/or computational photography problems

* 1+ years programming experience and experience with deep learning framework for prototyping ideas

* Must obtain work authorization in the country of employment at the time of hire and maintain ongoing work authorization during employment

Preferred Qualifications

* Intent to return to degree-program after the completion of the internship/co-op

* Publication track record in machine learning and/or computer vision conferences

* Experience in computer vision and/or computational photography

* Interpersonal experience: cross-group and cross-culture collaboration

Locations

About the Facebook company

Facebook's mission is to give people the power to build community and bring the world closer together. Through our family of apps and services, we're building a different kind of company that connects billions of people around the world, gives them ways to share what matters most to them, and helps bring people closer together. Whether we're creating new products or helping a small business expand its reach, people at Facebook are builders at heart. Our global teams are constantly iterating, solving problems, and working together to empower people around the world to build community and connect in meaningful ways. Together, we can help people build stronger communities we're just getting started.

Facebook is committed to providing reasonable accommodations for qualified individuals with disabilities and disabled veterans in our job application procedures. If you need assistance or an accommodation due to a disability, you may contact us at accommodations-ext@fb.com.

Facebook

Menlo Park, CA

Facebook, Inc. provides various products to connect and share through mobile devices, personal computers, and other surfaces worldwide. The company’s products include Facebook that enables people to connect, share, discover, and communicate with each other on mobile devices and personal computers; Instagram, a community for sharing photos, videos, and messages; Messenger, a messaging application for people to connect with friends, family, groups, and businesses across platforms and devices; and WhatsApp, a messaging application for use by people and businesses to communicate in a private way. It also provides Oculus, a hardware, software, and developer ecosystem, which allows people to come together and connect with each other through its Oculus virtual reality products. As of December 31, 2018, it had approximately 1.52 billion daily active users. The company was founded in 2004 and is headquartered in Menlo Park, California.