Research Scientist Computer Vision Resume
Summary : As a Research Scientist Computer Vision, pursued research problems in 3D computer vision, computer graphics and machine learning, especially passionate about reconstruction, inverse rendering, and 3D-aware image and video editing, collaborated with other researchers at Adobe to invent innovative solutions for these problems.
Skills : Computer Vision, Machine Learning., Image Processing, Machine Learning, Deep Learning, Computer Vision Algorithms
Description :
- Published and presented research at academic venues.
- Collaborated with product groups to integrate your research into Adobe's products.
- Worked with researchers to develop input architectures that combine vision and language.
- Designed and prototyped interactive experiences and evaluate them through user research.
- Designed and prototyped data collection systems to accelerate machine learning.
- Collaborated and worked across teams to develop concepts that advance the entire product pipeline (hardware, software, data collection, machine learning).
- Developed the cutting edge AI technologies that will define the future of content creation, productivity and social media.
Experience
10+ Years
Level
Senior
Education
MSc IP
Research Scientist Computer Vision Resume
Objective : As a Research Scientist Computer Vision, encouraged publication of research ideas and supports collaborative research efforts with academic institutions, provided an influx of new insights, making our lab an exciting place for technical growth.
Skills : Deep Learning, Image Processing, Data Analysis, PyTorch
Description :
- Modeled team in advancing the state-of-the-art of image and video foundation models.
- Worked with research scientists, software engineers and data scientists to design technical solutions in a fast-paced multidisciplinary environment.
- Conducted powerful applied research and develop innovative algorithms to improve Adobe's digital media products including Photoshop, Lightroom.
- Collaborated with cross-functional teams to successfully implement your research ideas into real-world applications.
- Analyzed complex datasets to craft insights and solutions that will define the future of digital experiences.
- Presented research findings to both technical and non-technical audiences to foster a culture of continuous improvement.
- Mentored junior researchers and contribute to a collaborative and inclusive team environment.
Experience
2-5 Years
Level
Executive
Education
Ph.D. CV
Research Scientist Computer Vision Resume
Headline : As a Research Scientist Computer Vision, worked with a best-in-class team of research scientists and engineers to invent algorithms for hard research problems, and incorporate these algorithms into Adobe products, thus putting your work in the hands of artists and designers.
Skills : Data Analysis, Python, Deep Learning, Machine Learning, Statistical Analysis
Description :
- Explored new products with artificial intelligence technology at its core.
- Conducted research in the field of generative video AI, focusing on synthetic videos, avatars, and lip-syncing use cases.
- Developed algorithms and models based on state-of-the-art computer vision and machine learning advancements, especially in the areas of generative AI (image, video, or 3d generation).
- Collaborated with cross-functional teams to understand requirements, identify research problems, and propose innovative solutions.
- Collected and curated large-scale datasets for training and evaluating video generation models.
- Led a cross-functional team in the design and deployment of a machine learning model that reduced image processing time by 50%.
- Conducted extensive research on deep learning techniques, resulting in a novel approach that enhanced image segmentation performance by 25%.
Experience
5-7 Years
Level
Executive
Education
B.Sc. CS
Research Scientist Computer Vision Resume
Headline : As a Research Scientist Computer Vision, contributed to patent filing and intellectual property protection activities, as applicable, conducted original research and first principles problem solving.
Skills : TensorFlow, PyTorch, OpenCV, Neural Networks
Description :
- Developed and optimized computational pipelines for video generation, ensuring efficiency and scalability.
- Stayed up-to-date with the latest advancements in generative video AI, attending conferences, publishing research papers, and actively contributing to the scientific community.
- Provided technical guidance and mentorship to junior researchers and engineers.
- Collaborated with product teams to integrate research findings into practical applications and drive commercialization efforts.
- Contributed to patent filing and intellectual property protection activities.
- Participated in cutting edge research in neural rendering, relighting, computer vision, and graphics.
- Developed efficient deep neural network models for 3D content generation and tracking.
Experience
5-7 Years
Level
Senior
Education
M.Sc. AI
Research Scientist Computer Vision Resume
Summary : As a Research Scientist Computer Vision, provided technical guidance and mentorship to junior researchers and engineers, collaborated with product teams to integrate research findings into practical applications and drive commercialization efforts.
Skills : OpenCV, Algorithm Development, Computer Vision, Mathematics
Description :
- Contributed research that can be applied to Meta VRAR product development.
- Tracked record in using machine learning and computer vision.
- Worked authorization in the country of employment at the time of hire, and maintain ongoing work authorization during employment.
- Tracked record of achieving significant results as demonstrated by grants, fellowships, patents, as well as first-authored publications at leading conferences (SIGGRAPH, CVPR, ECCV, ICCV, NeurIPS, ICLR, ICML) or journals (PAMI, IJCV, JMLR, ToG).
- Conducted research and development in computer vision, generative AI, knowledge distillation and multi-modality learning to develop content moderation models.
- Owned the problem end-to-end, from ideation to production, ensuring successful implementation.
- Assisted in writing grant proposals and securing funding for research projects from government agencies, industry partners, or academic institutions.
Experience
10+ Years
Level
Senior
Education
M.Sc. Rob
Research Scientist Computer Vision Resume
Objective : As a Research Scientist Computer Vision, developed and optimized computational pipelines for video generation, ensuring efficiency and scalability, stayed up-to-date with the latest advancements in generative video AI, attending conferences, publishing research papers, and actively contributing to the scientific community.
Skills : Statistical Analysis, Feature Extraction, Computer Graphics, Data Visualization, Experimental Design
Description :
- Leveraged data analysis knowledge to clean, transform, analyze, integrate, and organize data to the level required for machine learning model development.
- Contributed to the definition of content moderation policies.
- Worked with science and engineering team to improve existing data labeling techniques and model design.
- Mentored and coached less experienced scientists on the best practices in data preparation, data labeling and modeling.
- Performed documentation of work in progress, experimentation results, plans.
- Created informal documentation and may share findings to promote innovation within groups or with other groups.
- Used the latest deep learning techniques including generative AI, large language models for natural language understanding and large vision modeled for image understanding.
Experience
2-5 Years
Level
Executive
Education
M.Sc. DS
Research Scientist Computer Vision Resume
Objective : As a Research Scientist Computer Vision, collaborated with cross-functional teams to understand requirements, identify research problems, and propose innovative solutions, collected and curated large-scale datasets for training and evaluating video generation models.
Skills : Neural Networks, Computer Graphics, Linear Algebra, Research Methodology, Programming, Model Evaluation
Description :
- Documented scientific work to ensure process is captured.
- Researched experience in end-to-end speech recognition or real-time statistical text decoding.
- Transferred technology from research in computer vision, machine perception or machine learning into a shipping product.
- Worked and communicated cross-functionally in a team environment.
- Implemented cloud services in a variety of distributed computing environments.
- Applied novel approaches to research questions and application scenarios.
- Worked in cross-functional teams and collaborating with engineers, product managers, and other stakeholders.
Experience
2-5 Years
Level
Executive
Education
B.Sc. Math
Research Scientist Computer Vision Resume
Summary : As a Research Scientist Computer Vision, conducted research in the field of generative video AI, focusing on synthetic videos, avatars, and lip syncing use-cases, developed algorithms and models based on state-of-the-art computer vision and machine learning advancements, especially in the areas of generative AI (image, video, or 3d generation).
Skills : Mathematics, Research Methodology, Programming, Big Data Technologies, Software Development
Description :
- Used machine learning deep learning techniques to create new, scalable solutions for business problems.
- Developed NLP, NLU, NLG, NER, computer vision models and technologies for acquiring, parsing, interpreting and visualizing structured and unstructured data.
- Ran regular benchmarking tests and perform statistical analysis, draw conclusions on the impact of your research-based optimizations to provide thought- leadership to the team.
- Studied and extracted relevant information from large amounts of data to help in automating the workflows and optimizing key processes.
- Assisted the team in building large-scale online learning system.
- Helped the team to build research to production pipeline.
- Stayed current with the latest research and technology and communicate your knowledge throughout the enterprise.
Experience
7-10 Years
Level
Management
Education
B.Sc. EE
Research Scientist Computer Vision Resume
Objective : As a Research Scientist Computer Vision, collaborated across an interdisciplinary team of researchers and engineers to optimize solutions at the systems level (sensor hardware, data collections, training, evaluation, real-time inference).
Skills : Programming, Data Visualization, Performance Optimization, Version Control (Git), Collaboration
Description :
- Played a pivotal role in developing cutting-edge algorithms and models for creating synthetic videos, avatars, and lip syncing applications.
- Collaborated effectively in a team environment and lead research initiatives.
- Designed and implemented multi-modal models that combine cameras with other sensors, including IMUs and neural interfaces.
- Worked with a general understanding of competitive technologies in the area of focus.
- Worked to understand the system context in which new technologies will be used and the requirements that the technology must fulfill for success.
- Created early-stage conceptual models that demonstrate feasibility.
- Documented and presented the new architectures and algorithms in various forms, such as technical white papers and internal meeting.
Experience
2-5 Years
Level
Executive
Education
M.Sc. IP
Research Scientist Computer Vision Resume
Summary : As a Research Scientist Computer Vision, implemented state-of-the-art computer vision methods for wearable AI experiences, including gesture recognition, object detection, scene understanding, planned and executed research that advances the state-of-the-art and improves our wearable sensing systems.
Skills : Model Evaluation, Feature Extraction
Description :
- Maintained the highest technical and moral integrity for Dolby in the workplace and marketplace.
- Developed algorithms for deep learning, semantics video processing, computer vision, and vision-language model.
- Filed patents of newly developed technologies.
- Applied Computer Vision and Machine Learning algorithms to real-world problems
- Tracked record of successful research accomplishments, published papers, andor patent applications in the field of video encoding and processing.
- Researched and developed advanced computer vision and processing technologies to improve end user experience.
- Published research results in top-tier journals and at leading international conferences.
Experience
7-10 Years
Level
Management
Education
Ph.D. ML