AI Video Analytics Expert

24 hours ago

Perth, Western Australia beBeeMachineLearning Full time $100,000 - $140,000

AI Researcher Opportunity

A leading name in the education sector seeks an experienced AI researcher for a short-term contract with potential extensions. The role combines applied research with real-world traffic engineering and safety analysis, focusing on improving existing video analytics capabilities.

Key Responsibilities:

  • Investigate, benchmark, and optimize model architectures for detection, segmentation, and tracking in complex transport environments.
  • Enhance multi-object tracking pipelines using advanced methods such as DeepSORT, ByteTrack, and Transformer-based approaches.
  • Improve video analytics performance through evaluation of alternative models and pipeline optimization.
  • Develop post-processing logic for trajectory denoising, smoothing, and error reduction.
  • Apply denoising techniques to improve low-resolution or low-bitrate footage.
  • Conduct field validation of model performance across diverse environments and camera types.
  • Support camera calibration workflows for accurate spatial measurements.
  • Run ablation studies and model evaluations under varied environmental conditions.
  • Collaborate with cloud engineering teams for scalable inference deployment using ONNX, TensorRT, Triton, or similar.
  • Translate AI outputs into transport safety and engineering metrics.
  • Contribute to documentation, reports, and publications.

Essential Criteria:

  • PhD in Computer Science, Applied Mathematics, Robotics, Physics, or related discipline; or equivalent experience with a strong applied AI/computer vision track record.
  • Expertise in object detection, segmentation, and multi-object tracking in complex scenarios.
  • Proficiency with deep learning frameworks (PyTorch, TensorFlow) and Python libraries (OpenCV, Yolo, NumPy, scikit-learn).
  • Proven experience in real-world video analytics and model deployment under challenging conditions.
  • Experience with model optimization and inference acceleration.
  • Familiarity with denoising techniques for low-quality video.
  • Understanding of camera calibration and spatial measurement.
  • Strong communication skills and ability to work independently and in multi-disciplinary teams.

Desirable:

  • GPU-based inference deployment (ONNX, TensorRT, Triton).
  • Knowledge of transport/traffic datasets.
  • Track record of publications or open-source contributions.
  • MLOps tools and practices (MLflow, Weights & Biases).
  • Experience with Transformer architectures for video data.

This position offers the opportunity to work on impactful projects at the intersection of cutting-edge technology and transportation safety.

  • Enhance Video Analytics Capabilities

    4 days ago

    Perth, Western Australia beBeeMachineLearning Full time $100,000 - $150,000

    Video Analytics ResearcherWe are seeking an experienced Video Analytics Researcher to enhance our existing video analytics capabilities. In this role, you will improve model accuracy, robustness, and efficiency.About the Role:You will investigate, benchmark, and optimize model architectures for detection, segmentation, and tracking in complex...

  • Senior Video Analytics Research Scientist

    2 days ago

    Perth, Western Australia beBeeArtificialIntelligence Full time $120,000 - $140,000

    AI Researcher RoleWe are seeking an experienced AI researcher to join our team. As a key member of our research group, you will be responsible for building and enhancing existing video analytics capabilities using machine learning techniques.Key Responsibilities:Investigate, benchmark, and optimize model architectures for detection, segmentation, and...

  • Ai Machine Learning Researcher

    2 days ago

    Perth, Western Australia Paxus - Technology + Digital Talent Full time

    Our client, a leading name in the education sector, is seeking an experienced AI / Machine Learning Researcher for an initial 3-month contract, with the potential for further 3-month extensions.In this role, you will build upon and enhance existing video analytics capabilities, focusing on improving the accuracy, robustness, and efficiency of current...

  • AI Machine Learning Researcher

    3 weeks ago

    Perth, Western Australia Paxus - Technology + Digital Talent Full time

    Our client, a leading name in the education sector, is seeking an experienced AI / Machine Learning Researcher for an initial 3-month contract, with the potential for further 3-month extensions.In this role, you will build upon and enhance existing video analytics capabilities, focusing on improving the accuracy, robustness, and efficiency of current models....

  • Expert in AI-Driven Industrial Solutions

    2 days ago

    Perth, Western Australia beBeePython Full time $80,000 - $120,000

    AI-Driven Asset Management ExpertWe are seeking an AI-driven asset management expert to design and deploy industrial solutions with a talented multidisciplinary team.You will develop clean, efficient, and well-documented code for industrial AI and data analytics solutions.You will build and maintain data processing pipelines and APIs, integrating data from...

  • AI Machine Learning Researcher

    3 weeks ago

    Perth, Western Australia Paxus - Technology + Digital Talent Full time

    Our client, a leading name in the education sector, is seeking an experienced AI / Machine Learning Researcher for an initial 3-month contract, with the potential for further 3-month extensions.In this role, you will build upon and enhance existing video analytics capabilities, focusing on improving the accuracy, robustness, and efficiency of current models....

  • AI Machine Learning Researcher

    3 weeks ago

    Perth, Western Australia Paxus - Technology + Digital Talent Full time

    Our client, a leading name in the education sector, is seeking an experienced AI / Machine Learning Researcher for an initial 3-month contract, with the potential for further 3-month extensions.In this role, you will build upon and enhance existing video analytics capabilities, focusing on improving the accuracy, robustness, and efficiency of current models....

  • AI Machine Learning Researcher

    1 day ago

    Perth, Western Australia Paxus - Technology + Digital Talent Full time

    Our client, a leading name in the education sector, is seeking an experienced AI / Machine Learning Researcher for an initial 3-month contract, with the potential for further 3-month extensions.In this role, you will build upon and enhance existing video analytics capabilities, focusing on improving the accuracy, robustness, and efficiency of current models....

  • Analytics Expert

    3 days ago

    Perth, Western Australia beBeeData Full time

    Job Title: Data ScientistJob DescriptionAs a data scientist, you will play a critical role in driving business growth by gathering and analyzing substantial data.You will develop models and algorithms that provide critical business insights, implementing innovative solutions with an emphasis on generative AI, recommendation systems, and data-driven...

  • AI Machine Learning Researcher

    7 hours ago

    Perth, Western Australia Paxus Full time

    OverviewOur client, a leading name in the education sector, is seeking an experienced AI / Machine Learning Researcher for an initial 3-month contract, with the potential for further 3-month extensions. This role focuses on building upon and enhancing existing video analytics capabilities, improving the accuracy, robustness, and efficiency of current models....