Codec Avatars Research Engineer
Meta
Posted Wednesday, September 25, 2024
Posting ID: a1K2K00000907XDUAY_crt:1727262178439
Pittsburgh, PA
Meta Reality Lab's Codec Avatar Research team is building technology to enable immersive, photorealistic social presence. Codec Avatars are real-time live-drivable representations that match the appearance of their users. As part of the Lab's Instant Codec Avatar group, you'll work to scale up Codec Avatar technology by modeling the diversity of human appearance and applying that model to the process of rapidly generating new avatars.This role is primarily centered on the generation of our codec avatars from images or videos captured in real-world scenarios. This involves training large-scale universal prior models using over a billion images and videos, and then applying these models to any new image or video to swiftly generate realistic codec avatars. As part of this role, you will collaborate with a team of research scientists, research engineers, and software engineers to pioneer research in the field of digital humans. You will work with some of the largest machine learning training datasets in the world, supported by an advanced cluster of thousands of GPUs. You will be responsible for designing and conducting research experiments, contributing significantly to our mission of digitizing every individual globally using a single image or video.
Codec Avatars Research Engineer Responsibilities:
Meta builds technologies that help people connect, find communities, and grow businesses. When Facebook launched in 2004, it changed the way people connect. Apps like Messenger, Instagram and WhatsApp further empowered billions around the world. Now, Meta is moving beyond 2D screens toward immersive experiences like augmented and virtual reality to help build the next evolution in social technology. People who choose to build their careers by building with us at Meta help shape a future that will take us beyond what digital connection makes possible today-beyond the constraints of screens, the limits of distance, and even the rules of physics.
Meta is proud to be an Equal Employment Opportunity and Affirmative Action employer. We do not discriminate based upon race, religion, color, national origin, sex (including pregnancy, childbirth, or related medical conditions), sexual orientation, gender, gender identity, gender expression, transgender status, sexual stereotypes, age, status as a protected veteran, status as an individual with a disability, or other applicable legally protected characteristics. We also consider qualified applicants with criminal histories, consistent with applicable federal, state and local law. Meta participates in the E-Verify program in certain locations, as required by law. Please note that Meta may leverage artificial intelligence and machine learning technologies in connection with applications for employment.
Meta is committed to providing reasonable accommodations for candidates with disabilities in our recruiting process. If you need any assistance or accommodations due to a disability, please let us know at accommodations-ext@fb.com.
Codec Avatars Research Engineer Responsibilities:
- Develop a large-scale machine learning model to build a universal prior for human features such as face, body, hands, hair, etc.
- Personalize the universal prior model on a single human image/video to rapidly construct a realistic codec avatar.
- Define data requirements and collaborate with the Research SuperCluster team to efficiently load data.
- Partner with the GenAI team to explore and implement various state-of-the-art models and methods, including transformers, diffusion models, hypernetworks, etc.
- Collaborate with the Universal Encoder team to support the real-time driving of the generated codec avatar.
- Define, design, and implement automatic pipeline of avatar generation from images/videos.
- Bachelor's degree in Computer Science, Computer Engineering, relevant technical field, or equivalent practical experience.
- Masters or higher degree in Computer Science or a related technical field, or equivalent experience.
- Experience with multi-node machine learning training workflows and frameworks.
- Experience in developing or applying computer graphics algorithms.
- Experience in developing or applying computer vision algorithms.
- Adept communication skills, including experience in driving decision-making processes.
- Experience working with cross-functional teams including, research, software, legal, privacy, and security.
- Proficiency in Python.
- Experience in Linux/shell scripting development.
- PhD degree in Computer Science or a related technical field, or equivalent experience.
- 5+ years of experience in a related industry.
- Publish papers on CVPR, ECCV, ICCV, T-PAMI, SIGGRAPH, SIGGRAPH Asia, etc. as the first author
- Understanding of deep neural network training, experience with large-scale models, diffusion models, hypernetworks, etc.
- Proficiency in C++.
Meta builds technologies that help people connect, find communities, and grow businesses. When Facebook launched in 2004, it changed the way people connect. Apps like Messenger, Instagram and WhatsApp further empowered billions around the world. Now, Meta is moving beyond 2D screens toward immersive experiences like augmented and virtual reality to help build the next evolution in social technology. People who choose to build their careers by building with us at Meta help shape a future that will take us beyond what digital connection makes possible today-beyond the constraints of screens, the limits of distance, and even the rules of physics.
Meta is proud to be an Equal Employment Opportunity and Affirmative Action employer. We do not discriminate based upon race, religion, color, national origin, sex (including pregnancy, childbirth, or related medical conditions), sexual orientation, gender, gender identity, gender expression, transgender status, sexual stereotypes, age, status as a protected veteran, status as an individual with a disability, or other applicable legally protected characteristics. We also consider qualified applicants with criminal histories, consistent with applicable federal, state and local law. Meta participates in the E-Verify program in certain locations, as required by law. Please note that Meta may leverage artificial intelligence and machine learning technologies in connection with applications for employment.
Meta is committed to providing reasonable accommodations for candidates with disabilities in our recruiting process. If you need any assistance or accommodations due to a disability, please let us know at accommodations-ext@fb.com.
The company is an equal opportunity employer and will consider all applications without regards to race, sex, age, color, religion, national origin, veteran status, disability, sexual orientation, gender identity, genetic information or any characteristic protected by law.