Intelligent Video Processing Algorithm Experts

PERSOL SINGAPORE PTE. LTD.; Singapore; On-site; SGD 70,000 - 100,000; Full time

Job summary

A technology consulting company in Singapore is looking for a Research Scientist specializing in intelligent video processing. The ideal candidate will have a PhD and expertise in deep learning, computer vision, and algorithm development. Responsibilities include researching advanced multimedia technologies and developing video processing algorithms. The role requires proficiency in programming and familiarity with tools like Pytorch and OpenCV.

Qualifications

• PhD in Computer Science, Robotics, Electrical Engineering, or related field with a focus on computer graphic, computer vision or robotics perception.
• Insightful know-how on deep-learning and recognition technologies.
• Working knowledge of C/C++ and/or Matlab.

Responsibilities

• Participate in research of advanced intelligent video processing algorithms.
• Research in intelligent video processing, computer vision, and machine learning.
• Work on C-model simulation for algorithm development and verification.

Skills

Deep learning

C/C++ programming

Matlab proficiency

Machine learning

Computer vision

Education

PhD in Computer Science, Robotics, Electrical Engineering or related field

Tools

Pytorch

TensorFlow

OpenCV

Job description

Key Responsibilities

• Participate in research of advanced intelligent video processing algorithms using state-of-the-art recognition technologies for multimedia and communication applications.
• Research in intelligent video processing, computer vision, pattern recognition or machine learning for applications like object detection/tracking, event recognition, video analysis, etc.
• Perform research into leading edge and emerging video technologies, ideas, approaches and keep up to date with new video processing standards and general industry trends.
• C-model simulation for video processing algorithm development and verification.

Required Qualifications

• PhD in Computer Science, Robotics, Electrical Engineering, or related field with a focus on computer graphic, computer vision or robotics perception.
• Insightful know-how on deep-learning, CNN/transformer, traditional machine learning and recognition technologies, such as human and object feature extractions, visual tracking, event recognition.
• PC-based algorithmic intelligent video processing algorithm development for machine vision projects and applications.
• Implementation of low-level vision algorithms on embedded DSP platforms with associated CPU and memory bandwidth limitations.
• Working knowledge of C/C++ and/or Matlab and proficiency with DSP and filter design.
• Familiarity with ASIC design approach and environment; Familiar with OpenCV library and related algorithms.
• Ability to express ideas and communicate effectively.
• Insightful understanding of compact CNN model and design, such as ShuffleNet, MobileNet, SqueezeNet, etc.
• Be familiar with model compression algorithms on video processing, such as knowledge distillation, parameter pruning and sharing, low-rank factorization, etc.
• Rich experiences in handling the deep learning development tools, such as Pytorch, TensorFlow, etc.
• Any of the following skills and experiences would be an added advantage:
  • Key image processing algorithms such as super resolution/HDR/contrast enhancement for display devices.
  • Publications on top-ranking conferences and journals in related fields, such as CVPR, ICCV, NIPS, TPAMI, etc.
  • Top-ranking and/or award receivers in world competition in video processing field.
  • Research experience on large cv/language model.

Interested candidate please click "APPLY" to begin your job search journey.

We regret to inform that only shortlisted candidates will be notified.

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