UNIT 016 h allocated
Geometry
- Camera models
- coordinate frames
- calibration
- projection
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DEEP LEARNING & PERCEPTION / SPECIALIST
CV3303 D vision & spatial intelligence
24 h productive allocation9 h 36 m learning + 14 h 24 m training4 units · 1 assessed practical brief
Detailed course plan and training brief. A complete taught course pack is in preparation. The linked foundation module, where shown, is a smaller available resource.
BEFORE YOU BEGIN
A clear starting point.
Specialist studio; environment and faculty must be confirmed before scheduling
WHAT YOU SHOULD BE ABLE TO DEMONSTRATE
- Explain the assumptions and failure modes in geometry.
- Complete the practical: reconstruct or align an approved small point-cloud scene and document its coordinate and scale assumptions.
- Defend the resulting calibration record with reproducible evidence.
THE SUBJECTS / FOUR CONNECTED UNITS
What you will study.
UNIT 026 h allocated
3 D representations
- Depth maps
- point clouds
- meshes
- occupancy
UNIT 036 h allocated
Spatial estimation
- Registration
- reconstruction
- pose
- uncertainty
UNIT 046 h allocated
Validation
- Scale errors
- occlusion
- coordinate conventions
- held-out scenes
THE TRAINING STUDIO
Make the subject
visible in your work.
Reconstruct or align an approved small point-cloud scene and document its coordinate and scale assumptions.
Evidence to produce
- Calibration record
- spatial pipeline
- error report
Training brief for supervised delivery. Code, datasets, answer keys and environment acceptance must be completed in the full course pack before delivery is confirmed.
ASSESS THE REASONING
A question you
should be able to answer.
How can an unnoticed coordinate-frame mismatch invalidate a plausible visual result?
Review dimensions
Technical correctness · reproducibility · interpretation of results · failure analysis · individual explanation. Course-level rubric and faculty moderation form part of the final adopted teaching pack.
External reference access, hardware, cloud accounts and paid services are separate. No third-party certification is included by implication.