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A framework for Medical Image Segmentation with Convolutional Neural Networks and Deep Learning

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Hi, Thanks for this wonderful github repo. I am trying to train a model. I have total 200 cases for segmentation. I have following code. data_augmenter = miscnn.Data_Augmentation(cycles=2, scaling=True, rotations=True,...

question
information

Hi, When I am executing the crossvalidation function it is showing the following error. Temporary files are created in the batches directory. [Error_file.txt](https://github.com/frankkramer-lab/MIScnn/files/8212905/Error_file.txt)

bug

Hello, Just hoping for some insight as to why pixel values were clipped from -79 to 304 in the KiTS19 example. Does this relate to the window/level operation on images?...

question

Let's say, 3D data with shape `(height, width, depth)`. Now, the `depth` is `100`. After doing some eda, we've found that, out of 100 slices, most of them are black,...

question

Hi I have MIScnn shortlisted as a candidate to be included on our work to find the best openly available method to autosegment head and neck cancer (HNC) tumors on...

question

I've some queries regarding the approach in the code. 1. [HERE](https://github.com/frankkramer-lab/covid19.MIScnn/blob/master/scripts/run_miscnn.py#L84-L88), you set `analysis="patchwise-crop", patch_shape=(160, 160, 80)`. What does this `analysis` param exactly mean? And what is the relation with...

information

Have a look in batchgenerators MirrorTransform with newest version 0.23. Image Augmentation unittesting throwing errors that no augmentation is done when it should mirror volumes. Investigation in a separate google...

https://github.com/keras-team/keras/issues/3653 https://github.com/keras-team/keras/issues/3653#issuecomment-761085597 https://tensorflow.google.cn/tutorials/images/segmentation?hl=en&skip_cache=true%22 - Implement class dictionary as parameter for data generator - if parameter != None, compute sample weight according to GitHubUser97 answer (with dynamic n_classes) - Return sample...

enhancement

Hello Dominik, In your paper in BMC you mention kidney Dice coefficients and tumor Dice coefficients. How did you get the algorithm to output a separate Dice coefficient for kidneys...

question