28 Aug
|
TheDriveGroup
|
New South Wales
28 Aug
TheDriveGroup
New South Wales
Job Description
A genuinely interesting opportunity has come up to join a rapidly scaling start-up working on advanced computer vision, machine learning and high-performance video systems.
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They're looking for a Senior Data Scientist specialising in Computer Vision& Object-Tracking to join as a foundational hire. You'll take ownership of applied research and modelling while helping shape the technical direction and wider team as the capability grows over the next 12–18 months.
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This isn't traditional Data Science. You'll solve complex, real-world video problems across detection, tracking, pose estimation, temporal modelling and movement analysis, with the freedom to challenge existing approaches and develop better methods where standard models aren't good enough.
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What You'll Do
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- Own applied Computer Vision research and modelling across a growing suite of products.
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- Develop and evaluate models across object detection, multi-object tracking, ReID, pose estimation and video understanding.
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- Develop 2D and 3D pose estimation approaches for human movement analysis.
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- Explore temporal and trajectory-based approaches to understand actions and movement across video.
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- Turn ambiguous real-world problems into measurable hypotheses, experiments and solutions.
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- Own dataset design, annotation strategy and rigorous model evaluation.
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- Identify failure modes in existing approaches and develop or adapt methods to improve performance.
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- Prototype primarily in Python and PyTorch, working closely with Software Engineers to take successful research into production.
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- Help establish the research practices and technical foundations for a growing Computer Vision capability.
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If you have any questions about this role or others we have available you can email Jack directly via ****@thedrivegroup.com.au
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What You'll Bring
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- PhD in Computer Vision, Machine Learning, AI, Computer Science, Engineering, Applied Mathematics, Physics or a closely related quantitative field.
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- A genuine scientific mindset – hypothesis-driven, experimental and evidence-led in your approach.
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- Solid hands-on experience developing Computer Vision or video ML models using Python and PyTorch.
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- Research depth across several areas such as detection, multi-object tracking, ReID, pose estimation, action recognition, temporal modelling or geometric Computer Vision.
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- Strong experimental design, dataset design and model evaluation skills.
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- Comfortable working with messy, real-world video and problems where there isn't an obvious off-the-shelf solution.
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- Strong quantitative reasoning and the ability to clearly communicate research outcomes and technical trade-offs.
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Highly regarded
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- Multi-object tracking and person ReID.
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- 3D pose estimation, multi-view geometry or 3D reconstruction.
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- Temporal/sequence modelling and video transformers.
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- Trajectory modelling, probabilistic or physics-informed approaches.
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- Biomechanics or human movement experience.
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- Camera geometry and calibration.
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- Experience with large-scale annotation or dataset curation.
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- Experience translating academic research into production applications.
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TheDriveGroup is 100% committed to improving meaningful diversity in the technology industry.
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We partner with clients who embrace diversity and seek candidates across all backgrounds, abilities, genders, sexualities, cultures, and faiths.
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📌 Senior Data Scientist (Computer Vision) (New South Wales)
🏢 TheDriveGroup
📍 New South Wales