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Novel Methods for the Visualization and Analysis of Functional Maps in Cortex

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ISBN: 0815340788   ISBN: 0815340788   ISBN: 0815340788   ISBN: 0815340788 
 
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Methods 87 and cv are saved and displacement values from a range are tested for the next control point until all relevant control points have been dealt with. At that time, the next iteration can start. 5.2.6.1     Rotating Wedge Visual Stimulus –“Grad. (Angular Dir.)” The energy can be minimized in many different ways. The algorithm that was implemented makes use of the structure of the data. The algorithm chooses one control point at a time and assigns test displacement values to that control point. For every test displacement value, the energy is calculated. If the energy has decreased, the displacement value is stored.   The order in which the control points are tested influences the result of the process. The control points can be ordered in different ways. For example, a systematic order, starting with linear index one, and finishing with the last linear index is possible. The control points can be arranged  randomly.  In  this  case,  the  order  should  be  saved  so  that  the  result  can  be  repro- duced. This leads to different results every time the program runs. Spirals, i.e., starting in the middle of the image and ending in the periphery were also considered. It was decided to test control points in regions with a high signal-to-noise ratio (high coherence) first so that noisy regions  do  not  lead  the  minimization  algorithm  into  local  minima  at  the  beginning,  from where  it  might  be  difficult  to  escape  later  when the more reliable control points are tested. Therefore, the order of control points is determined based on a 2D median filtered coherence matrix. Coherence is seen as a confidence measure. Areas in the phase images that are very noisy have lower coherence values than areas that are less noisy. Since noisy regions – which can especially be found outside of V1, V2, and V3 – are not as important as the regions V1, V2, and V3, control points outside of V1, V2, and V3 are tested once the others have been already tested.    After the order of control points has been determined, derivatives in horizontal and vertical directions of the deformed wedge-atlas image (at the beginning the initially aligned atlas) are calculated. The resulting images are processed by using a maximum filter to deal with discon- tinuities at the boundaries between adjacent visual areas. The gradient and its magnitude at the
  
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