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There are more than a single alternative to be looked at and many
different aspects call for attention as the earlier parts explain.
Here is a short summary that may help guide future endeavours:
- Speed-up: The methods operate very slowly for most globally-driven
approaches. A solution to this is desirable because not only would
it stimulate more experiments and experiment feedback, but it would
also make these methods usable and marketable.
- Data extension: The simple existing bump which is generated
in MATLAB needs to be extended, possibly by conversion to a smoother
bump as the one described in the research of Davies and Taylor.
- Lambda: Lambda coefficient in the objective function weighs
appearance against shape and its value is subjective to the problem.
Experiments can find alternative solutions or better assignments for
lambda.
- Automation: It would be desirable to create a (compilable)
system that copes with the full cycle of analysis without outside
intervention and without any pre-existent data annotation.
- Generalisation: Many ad-hoc algorithms are currently
used for group-wise registration. An more impressive system would
deal with arbitrary data without compromise to the quality of the
results.
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2004-07-19