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Machine learning in cell identity, fate decision, and lineage prediction

Multi-omics and single-cell omics approaches are transforming our understanding of stem cell-based regeneration of tissues and organs on the individual cell level. By generating and more...

Supervisor(s): Yang, Pengyi (Dr)

Using machine learning to give robots new kinds of visual sensing

This work will develop the machine learning techniques and principles needed for robots to automatically interpret and benefit from a broad range of emerging imaging technologies. more...

Supervisor(s): Dansereau, Donald (Dr)

Language dynamics on social media

Development of a language evolution model using social media data. more...

Supervisor(s): Alexander , Tristram (Dr), Altmann, Eduardo G (Associate Professor)

Whole-system robotic perception: From photons to actions

This work will build two-way information flows between the imaging, mapping, and control systems of a robot, allowing operation in previously inaccessible dynamic and interactive sp more...

Supervisor(s): Dansereau, Donald (Dr)

5D light field video processing for robust robotic vision

This work will develop algorithms that enable robots to benefit from the rich information captured by emerging light field video cameras. more...

Supervisor(s): Dansereau, Donald (Dr)

Long-range robotic imaging in participating media

This project will push the limits of long-range vision in participating media including fog and water, expanding the range of conditions under which robots can be safely deployed. A more...

Supervisor(s): Dansereau, Donald (Dr)

Novel metrics to quantify patterns of medication use in asthma

This project explores patterns of medication usage and adherence and their relationship with clinical outcomes in asthma, using novel metrics to describe patterns over time. more...

Supervisor(s): Thamrin, Cindy (Dr), Reddel, Helen (Professor)

Developing new imaging devices to help robots see and do

This work will develop specialised imaging devices to improve robotic perception in challenging conditions. more...

Supervisor(s): Dansereau, Donald (Dr)

Solitons in the presence of higher order dispersion

Uncovering new classes of solitary wave supported by engineered dispersion properties. more...

Supervisor(s): Alexander , Tristram (Dr)

Ground-state cooling and high-fidelity detection of large ion crystals in a Penning trap for quantum simulations

The understanding of the dynamics of many-body quantum systems is one of the most challenging problems in physics today. Advancing our knowledge of these systems can lead to signifi more...

Supervisor(s): Wolf, Robert (Dr), Biercuk, Michael J. (Professor)