Intelligent Video Processing Algorithm Engineer

PERSOL SINGAPORE PTE. LTD.; Singapore; On-site; SGD 90,000 - 130,000; Full time

Job summary

PERSOL SINGAPORE PTE. LTD. is seeking researchers to explore advanced intelligent video processing and computer vision algorithms for multimedia applications.

The role includes researching object detection/tracking, event recognition, and video analysis while staying updated with industry trends. Candidates should hold a Master’s degree or above in CS/Robotics/EE with CV/robotics perception focus, and have hands-on experience with deep learning, OpenCV, and DSP-based implementations.

Qualifications

• Master’s degree or above in Computer Science, Robotics, Electrical Engineering, or related field with a focus on computer vision/robotics perception.
• Deep-learning, CNN/transformer, and recognition tech for video processing
• Develop video processing algorithms for machine vision projects
• Low-level vision algorithms on embedded DSP with CPU/memory constraints
• Experience with DSP, filter design, and proficiency in C/C++/Matlab
• Familiar with OpenCV and model compression approaches (distillation, pruning)

Responsibilities

• Participate in research of advanced intelligent video processing algorithms using state-of-the-art recognition technologies
• Research in intelligent video processing, CV, pattern recognition or ML for objects/events/video analysis
• Explore leading-edge video technologies and industry trends
• C-model simulation for video processing algorithm development and verification

Skills

Deep learning

CNN/Transformer

Computer vision

Video processing

Pytorch

TensorFlow

OpenCV

C/C++

Matlab

DSP

Filter design

Education

Master’s degree or above in CS/Robotics/EE with focus on CV/robotics perception

Tools

C/C++

Matlab

DSP

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:

• Master’s degree or above 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

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