<html><head><meta http-equiv="Content-Type" content="text/html; charset=utf-8"></head><body style="word-wrap: break-word; -webkit-nbsp-mode: space; line-break: after-white-space;" class=""><meta http-equiv="Content-Type" content="text/html; charset=utf-8" class=""><div style="word-wrap: break-word; -webkit-nbsp-mode: space; line-break: after-white-space;" class="">Hi,<div class=""><br class=""></div><div class="">first of all thanks a lot for the great open source tools, I’m using dipy’s image registration extensively.</div><div class=""><br class=""></div><div class="">I have a question regarding using SymmetricDiffeomorphicRegistration in combination with CCMetric.</div><div class=""><br class=""></div><div class="">I’m optimising the registration performance for my application (zebrafish embryos imaged with fluorescence microscopy). More specifically, I am playing around with the scaling factors of the scale space and the update field smoothing (parameter sigma_diff in CCMetric). To do so, I modified the registration process in such a way that I can manually set the current scaling factor and sigma_diff (taking advantage of the fact that dipy is written in accessible python!). </div><div class=""><br class=""></div><div class="">I found parameter sets which achieve significantly better performance for my dataset than the presets (meaning doubling of scaling factors in each level and constant sigma_diff). So far so good.</div><div class=""><br class=""></div><div class="">However, there’s an odd behaviour I don't understand. Often when I decrease sigma_diff from one level to the next, the metric increases instead of decreasing. However, when I run the two levels with different sigma_diffs in separate registration calls, the metric nicely decreases as expected and registration performance improves. Why is this and is this supposed to happen?</div><div class=""><br class=""></div><div class="">I tried to come up with a minimal example shown in this jupiter notebook: <a href="https://github.com/quakberto/dipy_syn/blob/master/test_syn_sigma_diffs.ipynb" class="">https://github.com/quakberto/dipy_syn/blob/master/test_syn_sigma_diffs.ipynb</a>. The notebook also shows the custom code I use for creating the modified scale space.</div><div class=""><br class=""></div><div class="">Here’s a short summary:</div><div class="">- I generate a random static image S and rotate it to get a moving image M</div><div class="">- I run registrations with different sigma_diffs:</div><div class=""> - a) one level, constant sigma_diff = 1 (S,M)->M_a</div><div class=""> - b) one level, constant sigma_diff = 2 (S,M)->M_b</div><div class=""> - c) two levels, decreasing sigma_diffs = [2,1] (S,M)->M_c</div><div class=""> - d) one level, sigma_diff = 1, starting with M_b: (S,M_b)->M_c</div><div class=""><br class=""></div><div class="">Now, using the normalised cross correlation and also the sum of norms of differences between the experimental and ground truth displacement fields as metrics, surprisingly case c) performs worse than b). However, case d) greatly improves on the outcome of b). Here's a figure:</div><div class=""><br class=""></div><div class=""><img 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" class=""></div><div class=""><br class=""></div><div class=""><div class="">My question is: Why does the last level in case c) deteriorate the registration performance? And why does a fresh run behave so differently?</div><div class=""><br class=""></div><div class="">It got a bit lengthy so thanks a lot if you’re still reading! I’m happy for any comments.</div><div class=""><br class=""></div><div class="">Best,</div><div class="">Marvin</div><div class=""><br class=""></div><div class=""><br class=""></div></div></div></body></html>