Image Synthesis with a Convolutional Capsule Generative Adversarial Network- Dataset

<p><strong>Dataset of 152 two-photon images (512x512) of axons with segmentation labels.&nbsp;</strong></p> <p>We combined data from two published sources (Bass et al., 2017; Canty et al., 2018) to get 152 (512&times;512) 2D images (produced from 3D image stacks), and manually produced the corresponding labels. These images were collected using in-vivo two-photon microscopy from the mouse somatosensory cortex.&nbsp; To generate the 2D images, we used a max projection over the 3D stack. The labels are binary segmentation maps of the axons.</p> <p>This dataset is split into a train (132 images) and test (20 images) sets. The raw 2D images of axons are in /original folder, and the segmentation labels are in /mask folder.</p> <p><strong>Please cite the following paper when using this dataset:</strong></p> <p>Bass, C.,&nbsp;Dai, T., Billot,&nbsp;B.,&nbsp;&nbsp;Arulkumaran,&nbsp;K.,&nbsp;Creswell, A.,&nbsp;Clopath,&nbsp;C.,&nbsp;De Paola,&nbsp;V., and&nbsp;Bharath,&nbsp;A. A., 2019. &ldquo;Image synthesis with a convolutional capsule generative adversarial network,&rdquo; <em>Medial Imaging with Deep Learning.</em></p> <p><strong>This dataset was complied from the following publications:</strong><br> Bass, C., Helkkula, P., De Paola, V., Clopath, C. and Bharath, A.A., 2017. Detection of axonal synapses in 3D two-photon images. PloS one, 12(9), p.e0183309.<br> Canty, A.J., Jackson, J.S., Huang, L., Trabalza, A., Bass, C., Little, G. and De Paola, V., 2018. Single-axon-resolution intravital imaging reveals a rapid onset form of Wallerian degeneration in the adult neocortex.&nbsp;<em>bioRxiv</em>, p.391425.</p>