Consultant, Intelligent Medical Image Processing (6 months)
Careers

Consultant, Intelligent Medical Image Processing (6 months)

Job Description

CTO/CCT/MMIA/C433/200923
2020-09-23

Job Responsibilities

Scope of Consultancy Services:
  • Enhance the team’s technology ability on machine learning (ML), deep learning (DL), computer vision (CV) and medical image processing.
  • Provide project service, help to solve the technique issues encountered during the project and instruct on algorithm model improvement.
  • Consultancy on the medical image computer aided diagnosis (CAD) related data augmentation, generalized deep learning model design, medical image analysis etc. industry direction and academic research scope.
  • Bi-weekly meeting with the team.
Deliverables:
  • 1st Project Milestone
    • Provide at least 2 technical lectures related to intelligent medical image analysis:
      1. Technology trend on machine learning/deep learning for medical image analysis
      2. A systematic review on data argumentation techniques
    • Offer guidance and advice to the DL/ML algorithm design, which includes:
      1. Generative Adversarial Network (GAN) model design to address data imbalance and sparsity issue for endoscopic image analysis.
      2. Self-Supervised Learning (SSL) methods to solve the problem of low quality and low quantity of data labelling.
      3. Generalized DL model design for endoscopic image analysis.
  • 2nd Project Milestone
    • Provide at least 1 technical lecture related to intelligent medical image analysis:
      1. A systematic review on the self- and semi-supervised learning
    • Review the algorithm models and results, instruct on the performance improvement, which includes:
      1. Lesion detection and early gastric cancer identification in endoscopic image
      2. Endoscopic image anatomical site classification
    • Contribute one innovative idea in the field of AI medical image analysis.

Requirements

  • Ph.D. Degree in Computer Science or related disciplines
  • 5+ years of experience in ML/DL algorithm research or computer vision related research in the field of medical image analysis.
  • Both industry and academic research experience are highly preferred; can understand the requirement, formulate the problem, and propose innovative solutions addressing the problem effectively
  • Good understanding and appreciation of algorithmic level fine tuning versus system-level performance optimization – various trade-off, parameters, adjustment, and modelling effects etc.
  • Broad knowledge and connection in the community – keep abreast of the state of art of the latest progress, other industry players approach and academic R&D direction.

Application

Interested candidates please send application (quoting Ref. No.) with detailed resume, current and expected salary to Talent Acquisition via email to [email protected]

Only short-listed candidates will be notified. ASTRI reserves the right not to fill the position.

ASTRI is an Equal Opportunities Employer. Personal data provided by job applicants will be used exclusively for recruitment only.