Master’s in 3D Vision, Metrology and Reconstruction
Online master's programme of 1,900 hours in 3D vision, metrology and reconstruction: photogrammetry, point clouds and GD&T accuracy. 12 modules covering vision geometry, system calibration, 3D capture technologies, 3D reconstruction, point cloud processing, dimensional metrology, geometric inspection, deep learning for 3D vision and vision-guided robotics, with ISO 10360-8, VDI/VDE 2634-2 and ISO/IEC Guide 98-3 (GUM), and an assigned technical tutor.
Master’s in 3D Vision, Metrology and Reconstruction — studying from the United Kingdom
Data science, artificial intelligence and simulation are central to engineering practice across the United Kingdom, with strong hubs in London, Cambridge, Oxford, Bristol and Edinburgh. Universities, research institutes such as the Alan Turing Institute and industrial users in aerospace, automotive, energy and finance demand skills in modelling, machine learning and computational analysis. Engineering simulation tools are widely used for design validation and digital twins. Organisations seek professionals who can turn large datasets into engineering decisions while meeting data protection and governance requirements.
Fees for the United Kingdom: £8,280 (Pound sterling), with instalments and employer sponsorship available.
Relevant bodies in the United Kingdom
Typical roles
Questions from the United Kingdom
Which UK bodies recognise data and AI qualifications?
In the UK, the British Computer Society (BCS), the Royal Statistical Society (RSS) and the Institute of Analytics are relevant professional bodies, and the IET covers many engineering-related AI and data areas. SEIUM's qualifications are private and not accredited by these bodies. Check directly with BCS or RSS whether your study would be considered towards their membership or certification.
Do UK employers in data and AI value private online qualifications?
UK employers in finance, retail, health, technology and public sector analytics typically assess candidates on technical skills, portfolio work and experience with real data. A private qualification may help demonstrate specialist learning, but its value depends on each employer's judgement. Publishing projects and showing practical results will usually matter most.
Can I study this online from the UK alongside work, and what English level is required?
Yes, the programmes are fully online and can be studied from anywhere in the UK without a student visa. Teaching is in English, so you need a solid working level of technical English. An assigned technical tutor will support you. Check the programme hours against your working commitments and ask about instalment payments or employer sponsorship.
Take the controls.
Run a real engineering trade-off from this field. Move the sliders, watch the model react in real time and beat the challenge.
What you will be able to do
Model and calibrate cameras and multi-sensor systems.
Select 3D capture technologies according to the application.
Reconstruct scenes and objects in three dimensions.
Process and register point clouds.
Carry out dimensional measurements with uncertainty estimation.
Apply deep learning to 3D perception and robot guidance.
Design 3D inspection systems for production.
Who it's for
- 3D vision engineers.
- Dimensional metrologists.
- Optical inspection engineers.
- 3D scanning specialists.
- Vision-guided robotics engineers.
- 3D reconstruction researchers.
- Engineering or science graduates looking to move into the automotive industry.
What you'll work with
- ISO 10360-8 (acceptance and reverification tests for CMMs with optical distance sensors)
- VDI/VDE 2634-2 (optical 3D measuring systems based on area scanning)
- ISO/IEC Guide 98-3 (GUM, guide to the expression of uncertainty in measurement)
- JCGM 200 (VIM, international vocabulary of metrology)
- ISO 1101 (geometrical tolerancing)
- ISO 14253-1 (decision rules for verifying conformity)
- IEC 60825-1 (safety of laser products)
- ISO 15530-3 (CMM measurement uncertainty using calibrated workpieces)
- OpenCV
- Open3D
- COLMAP
- PolyWorks
- GOM Inspect
12 modules
1.1The pinhole camera model1.2Intrinsic and extrinsic parameters1.3Lens distortion1.4Homogeneous coordinates1.5Epipolar geometry1.6Essential and fundamental matrices1.7Homographies1.8Triangulation1.9Geometric uncertainty1.10Case study: camera model for inspection
2.1Calibration with Zhang patterns2.2Stereo calibration2.3Projector–camera calibration2.4Hand–eye calibration2.5LiDAR–camera calibration2.6Accuracy and reprojection2.7Thermal stability2.8ChArUco patterns2.9Calibration validation2.10Lab: stereo calibration with OpenCV
3.1Passive stereo vision3.2Structured light3.3Time of flight3.4Laser triangulation3.5Arm-mounted and handheld scanners3.6Photogrammetry3.7Terrestrial LiDAR3.8Industrial computed tomography3.9Technology selection3.10Practical: comparison of three 3D sensors
4.1Stereo matching and disparity4.2Structure from Motion4.3Multi-View Stereo4.4Visual SLAM4.5Depth fusion4.6Poisson surface reconstruction4.7Meshes and texturing4.8NeRF and Gaussian splatting4.9Scaling and georeferencing4.10Lab: reconstruction with COLMAP
5.1Filtering and downsampling5.2Normals and curvature5.3ICP registration5.4Global registration5.5Primitive segmentation5.6RANSAC5.73D feature detection5.8Open3D and PCL5.9Processing large point clouds5.10Practical: registration of multiple scans
6.1Metrological concepts (VIM)6.2Traceability and calibration6.3Measurement uncertainty (GUM)6.4Coordinate measuring machines6.5Optical measuring systems6.6ISO 10360 standards6.7VDI/VDE 2634 standards6.8Repeatability and reproducibility6.9Environmental conditions6.10Lab: R&R study of an optical system
7.1Comparison with CAD7.2Deviation maps7.3GD&T evaluation7.4Alignments and datums7.5First article inspection7.6In-line inspection7.7PolyWorks and GOM Inspect software7.8Inspection reports7.9Integration with SPC7.10Practical: inspection of an injection-moulded part against CAD
8.1Monocular depth estimation8.2Deep stereo networks8.3PointNet and point networks8.43D segmentation8.53D object detection8.66D pose estimation8.7Synthetic 3D data8.8Model evaluation8.9Real-time deployment8.10Lab: 6D pose estimation for pick and place
9.1Bin picking9.2Robot guidance in welding9.3Robotic in-line measurement9.4Visual servoing9.5Robot–sensor calibration9.6Tracking of moving parts9.7Integration with PLCs9.8Safety in robot cells9.9Cycle time9.10Case study: bin-picking cell
10.1Automotive: gap and flush10.2Aeronautics: large structures10.3Heritage and archaeology10.4Construction and BIM10.5Medicine and orthopaedics10.6Reverse engineering10.7Tool wear monitoring10.8Agriculture and biomass10.9Logistics and volumetric measurement10.10Workshop: scanning a heritage object
11.1Design of a 3D vision system11.2Lighting and environment11.3Processing hardware11.4System capability validation11.5Measurement system analysis (MSA)11.6Maintenance and recalibration11.7Measurement data management11.8Cost and return11.9Laser safety regulations11.10Practical: specification of an inspection station
12.1Measurement problem and requirements12.2Technology selection12.3System calibration12.4Capture and reconstruction12.5Processing and analysis12.6Uncertainty evaluation12.7Validation against a reference12.8Implementation proposal12.9Master's Thesis report12.10Master's Thesis: defence before a panel
How you'll learn
Training is 100% online on the SEIUM campus, with downloadable materials, recorded classes and an assigned technical tutor. There are no fixed timetables: you progress at your own pace within each intake, so the programme fits around your job.
Each module combines theory, guided reading of the original standard and applied exercises. The working software is OpenCV, Open3D, COLMAP, PolyWorks and GOM Inspect, in free, academic or evaluation versions. Testing is studied through real procedures: calibration of stereo systems, repeatability and reproducibility studies and inspection against a CAD model. Assessment is continuous for each module, plus the final Master's Thesis.
Standards covered: ISO 10360-8, VDI/VDE 2634-2, ISO/IEC Guide 98-3 (GUM), JCGM 200 (VIM), ISO 1101, ISO 14253-1, IEC 60825-1, ISO 15530-3.
Build it end to end
Your final project follows the real engineering workflow, step by step, reviewed by your tutor.
Where this takes you
Requirements
- University degree in engineering, science or architecture, or equivalent demonstrable professional experience.
- Internet connection and a computer capable of running the programme software.
- English sufficient to read technical standards.
Ready to start?
Send your application today. Our admissions team replies within 72 hours with your study plan and funding options.
Frequently asked questions
The programme totals 1,900 hours over 12–14 months. You set your own pace within each intake, and your tutor helps you plan the workload around your job.
You work with OpenCV, Open3D, COLMAP, PolyWorks and GOM Inspect, using free, academic or evaluation versions. Your tutor indicates the free alternative wherever one exists.
A SEIUM Institute diploma, awarded on passing the continuous assessment and the Master's Thesis. It is SEIUM's own qualification, not an official state degree; its recognition depends on the programme completed and the regulations of each country.
Yes. Modules passed in a course or postgraduate diploma in the same area are recognised in the higher programme. Ask about the recognition policy when you enrol.
A degree in engineering, science or architecture (or equivalent professional experience), a computer able to run the software and English sufficient to read technical standards.
Start dates are set by SEIUM's faculty for each intake. Our admissions team will confirm the next available date when you apply.
Related programmes
Master’s in Time Series, Signals and Anomaly Detection Engineering
Online master's programme of 1,900 hours in time series, signals and anomaly detection: 12 modules covering the nature of anomalies, signal preprocessing, classical statistical methods, change…
Master’s in Model and Data Observability
Online master's programme of 1,900 hours in model and data observability: drift, data contracts, traceability and auditing. 12 modules covering observability foundations, telemetry and instrumentation, data…
Master’s in AI Governance and Compliance Engineering
Online master's programme of 1,900 hours in AI governance and compliance engineering. 12 modules covering the European AI Act, high-risk system requirements, management frameworks, AI risk…
More in Data, AI, Simulation & Analytics
All Data, AI, Simulation & Analytics programmes → · How to apply · Fees & financing · Scholarships