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range of industries within the field of technology
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AI Researcher – Image Quality Metrics
AI-Based Image Quality Metrics ResearcherĀ
Job Purpose
- Ā Be responsible for researching Image and Video Quality Metrics solutions targeted for real-time mobile game rendering.
- Integrate AI algorithms targeted for enhancing Computer Graphics pipeline both in efficiency and quality.
Key Responsibilities
- Research and develop new Image and Video Quality Metrics for different types of game graphics distortions.
- Researching, designing and developing comparison studies between Full-Reference vs Non-Reference vs Partial-Reference metric methods.
- Tackling technical challenges and reshaping AI research solutions to become product compatible solutions.
- Identify new AI technologies and plan for future projects and product solutions.
- Contribute to project requirements and understand AI product deployment tradeoffs.
- Establishing and creating datasets that meet product deployment scenarios.Ā
- Assess our algorithm solution robustness under different deployment scenarios.
- Analyse and improve efficiency and performance of solutions for either cloud or on-device deployment.
- Documenting and reporting progress to your team/senior management and to cross-location/functional teams.
- Collaborate with cross-functional/location managers, researchers and engineers.
Person Specification
Required
- Master/PhD degree in Machine Learning/Computer science/computer vision or related technical domain.
- 4+ years of industry experience working on projects in: computer vision, image and video quality metrics, deep learning, machine learning, graphics.
- Expertise in AI, Machine Learning and Deep Learning
- Experience developing systems for manipulating image/video and multi-modality content.
- Experience in collecting, cleaning and creating datasets for AI model development.
- Minimum 5+ yearsā experience in at least one of the deep learning frameworks (e.g., Tensorflow, Caffe2, Pytorch, MxNet, Torch, etc.).Ā
- Record of publications in top-tier conferences: CVPR, ECCV/ICCV, SIGGRAPH, BMVC, NeurIPS, ICML, ICLR.
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