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Semantic Segmentation of Video Summer Internship

internships | Palo Alto, CA | Full Time

Job Description

Deep Semantic Segmentation of Activity Demonstrations

About the Job

​The position

  • PARC’s machine learning group develops interactive applications powered by machine learning techniques which can cooperate with humans to achieve real-world tasks. Currently we are developing a field coach that can visually recognize situations and user intentions in the real world and provide assistance to users through directions and augmented reality overlays. We have tested the framework on an application that helps users configure features, perform regular maintenance and repair faults in printing devices and are currently expanding to other applications. The project provides a stimulating environment to work with an interdisciplinary team that combines deep computer vision, probabilistic reasoning, natural language dialog management and augmented reality.  

  • We are looking for summer interns interested in exploring the automated extraction of procedural knowledge from video demonstrations. Within this space there are several subproblems including segmentation of video, generalization of video trajectories, and semantic labeling.

  • Interns will have the chance to develop algorithms on our internal GPU servers, deploy them on augmented reality systems and publish in leading venues.

Requirements

  • PhD Candidate in Computer Science, EE or Related field

  • Demonstrated experience applying novel deep learning based computer vision methods to object detection, video segmentation, semantic labeling and / or captioning work

  • Interest in scientific research and publication with track record of publication

Desirable

  • Familiarity with Anaconda/Python and Keras/Tensorflow or pytorch frameworks

Benefits

Intern benefits include 401K, Relocation and Holidays

About PARC

PARC, a Xerox company, is in the Business of Breakthroughs®. Practicing open innovation, we provide custom R&D services, technology, expertise, best practices, and intellectual property to Fortune 500 and Global 1000 companies, startups, and government agencies and partners. We create new business options, accelerate time to market, augment internal capabilities, and reduce risk for our clients.

Since its inception, PARC has pioneered many technology platforms – from the Ethernet and laser printing to the GUI and ubiquitous computing – and has enabled the creation of many industries. Incorporated as an independent, wholly owned subsidiary of Xerox in 2002, PARC today continues the research that enables breakthroughs for our clients' businesses.

PARC is an Equal Opportunity Employer and considers applicants for all positions without regard to race, color, religion or  belief, sex, age, national origin, citizenship status, marital status, military/veteran status, genetic information, sexual orientation, gender identity, physical or mental disability or any other characteristic protected by applicable laws.  People with disabilities who need a reasonable accommodation to apply or compete for employment with PARC should contact PARC Human Resources.