Thesis proposal. AMF has shown to improve the sensitivity of molecular MSOT презентация

Topic of the thesis AMF has shown to improve the sensitivity of molecular MSOT imaging in a number of applications such as cell imaging However its applications is not robust

Слайд 1Thesis proposal
Andrii Kravtsiv


Слайд 2Topic of the thesis
AMF has shown to improve the sensitivity of

molecular MSOT imaging in a number of applications such as cell imaging

However its applications is not robust in cases
where the target occupies a large area in the image
where the spectrum of the target agent is significantly corrupted by light fluence

This thesis will be devoted in studying the performance of AMF under such challenging conditions and developing solutions for mitigating such effects and ensuring global robust performance.



Слайд 3Preliminary Result 1: Study of the effects of target spectrum corruption

due to light fluence

The effect of sensitiivty decrease due to the corruption of the target spectrum is studied
While this effect is minimum when agents with sharp spectrum are considered (e.g. ICG), spectral corruption can be important when agents such as ink are utilized.


Слайд 4Preliminary Result 2: Study of the effects of performance contamination due

to targets occupying large areas

The effect of sensitiivty decrease as a function of the area of the molecular target is studied
Targets are implanted in gradually decreasing areas and the sensitivity is calculated
We observe a significant degradation of algorithmic performance as a function of the target area.

Area occupied by target


Слайд 5Work in progress: Diagonal loading can enhance the detection performance when

the target is occupying large areas





Слайд 6Performance of AMF filter with and without diagonal loading in covariance

matrix

With diagonal loading

Without diagonal loading


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