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These few subjects used for showing how our CNN works come from the ABIDE repository: 
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http://fcon_1000.projects.nitrc.org/indi/abide/
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The best way to create your dataset to be loaded in this work, is as follows:
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|____ MR/
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|     |___ All your images (CT/MR/other modality)
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|            |__ MR_0
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|            |__ MR_1
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|            |__ etc..
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|____ Label/
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|     |___ Corresponding labels (Be aware that they should be in the same order than images in previous folder)
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|            |__ GT_0
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|            |__ GT_1
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|            |__ etc...
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|____ ROI/
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|     |___ If you use masks to prone the region of interest, they should be here
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|            |__ ROI_0
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|            |__ ROI_1
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|            |__ etc...