Intelligent Video Processing Algorithm Engineer

Beijing Foreign Enterprise Management Consultants Co.,Ltd.

Singapore

On-site

SGD 120,000 - 240,000

Full time

4 days ago
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Job summary

Huawei is seeking an Intelligent Video Processing Algorithm Engineer to advance research in video processing, CV and machine learning for multimedia applications.

The role involves developing algorithms, validating them through simulations, and staying ahead of industry trends in video technologies.

Qualifications

  • PhD in CS/Robotics/EE or related field with focus on computer graphics, CV or robotics perception.
  • Deep-learning, CNN/Transformer and traditional ML for recognition technologies.
  • PC-based algorithm development for machine vision projects.
  • Low-level vision algorithms on embedded DSP platforms with CPU/memory constraints.
  • C/C++ and/or Matlab proficiency; DSP and filter design.
  • Familiarity with ASIC design approach and OpenCV.
  • Ability to express ideas clearly and communicate effectively.
  • Understanding of compact CNN models (e.g., ShuffleNet, MobileNet, SqueezeNet).
  • Knowledge of model compression techniques: distillation, pruning, low-rank factorization.
  • Experience with DL tools like PyTorch or TensorFlow; publications in CV fields.

Responsibilities

  • Research advanced intelligent video processing algorithms for multimedia and communications applications.
  • Explore research in CV, pattern recognition or ML for object detection/tracking and video analysis.
  • Stay up-to-date with video processing standards and industry trends.
  • Perform C-model simulations for development and verification of video processing algorithms.

Skills

C/C++
Matlab
DSP
OpenCV
Deep learning
CNN/Transformer
PyTorch
TensorFlow
Video processing

Education

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

Tools

OpenCV
Pytorch
TensorFlow
Matlab

Job description

On behalf of Huawei, a world-renowned information and communication technology company, we are seeking passionate and talented individuals to join our team as Intelligent Video Processing Algorithm Engineer

Job Responsibilities:

  • Participate in research of advanced intelligent video processing algorithms using state-of-the-art recognition technologies for multimedia and communication applications
  • 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.

Job Requirements:

  • 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.
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