DrCyZ

DrCyZ: Techniques for analyzing and extracting useful information from CyZ.

Subset of CyZ used to train Stylegan2-ada. Preview.

Link to synthetic samples from Perseverance generated using Stylegan2-ada. Set of 100. Size 256x256. Preview.

Link to synthetic samples from Perseverance generated using Stylegan2-ada. Set of 1000. Size 256x256. Preview.

Link to synthetic samples from Perseverance generated using Stylegan2-ada. Set of 10000. Size 256x256. Preview.

Subset of CyZ used to train Stylegan2-ada. Size 64x64. TFRecord.

Subset of CyZ used to train Stylegan2-ada. Size 128x128. TFRecord.

Subset of CyZ used to train Stylegan2-ada. Size 256x256. TFRecord.

Subset of CyZ used to train Stylegan2-ada. Size 512x512. TFRecord.

Subset of CyZ used to train Stylegan2-ada. Size 1024x1024. TFRecord.

Network checkpoint to generate the samples. Trained using 1 x NVIDIA Tesla P-100 at size 256x256 during 48h.

J. de Curtò i DíAz c@decurto.be

I. de Zarzà i Cubero z@dezarza.be

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Change Log

v0.1, released on 19/12/2021. Repository created.

v0.7, released on 01/01/2022. Added synthetic samples from Perseverance generated using Stylegan2-ada at size 256x256. Added subset of CyZ at several sizes and in format TFRecords used to train the GAN Architecture.

v0.9, released on 02/01/2022. Added notebooks to run in colab to reproduce experiments; K-means Clustering with PCA(2), t-SNE with PCA (99% variance), Stylegan2-ada to generate synthetic samples, statistics to analyse the dataset and example of instance segmentation with Deeplab.

v1.0, released on 03/01/2022. Added slides, presentation and report. Published the dataset on Zenodo (10.5281/zenodo.5816858).

v1.1, released on 18/01/2022. Published the dataset v.1.1 including size 1024x1024 on Zenodo (10.5281/zenodo.5865157).