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Dataset for: Machine learning-assisted droplet microfluidics experiments for investigating metastability of amorphous calcium carbonate Oct 10, 2024 Santoso, Ryan; Guignon, Lisa; Deissmann, Guido; Poonoosamy, Jenna, 2024, "Dataset for: Machine learning-assisted droplet microfluidics experiments for investigating metastability of amorphous calcium carbonate", https://doi.org/10.26165/JUELICH-DATA/RZ8RZ3, Jülich DATA, V1 This dataset contains experimental data used to train the cascading U-Net models and the DeepLabV3+ model for identifying ACC phase, vaterite crystals, and calcite crystals in droplet microfluidics. It also includes code for reproducing all data-driven machine learning results, w...
0.png Oct 10, 2024 - Dataset for: Machine learning-assisted droplet microfluidics experiments for investigating metastability of amorphous calcium carbonate PNG Image - 145.5 KB - SHA-256: 13995e8bbff6a9e6d8fcd10236d29cefe6f1654012f0fe06177d14f6a6035512
0.png Oct 10, 2024 - Dataset for: Machine learning-assisted droplet microfluidics experiments for investigating metastability of amorphous calcium carbonate PNG Image - 300.6 KB - SHA-256: 29a3c0eff09e5cc4d3ab4c3e2f1d69af1304f4da3b9e08a96cb92c42f7a35bd1
0.tif Oct 10, 2024 - Dataset for: Machine learning-assisted droplet microfluidics experiments for investigating metastability of amorphous calcium carbonate TIFF Image - 38.6 MB - SHA-256: 789043bbab57c279afe445ca3bb88a274d504d3febbb2945b11a1c7f10c41bd6
0.tif Oct 10, 2024 - Dataset for: Machine learning-assisted droplet microfluidics experiments for investigating metastability of amorphous calcium carbonate TIFF Image - 38.5 MB - SHA-256: 36cdc11e4415df7c14e28af205c071ca163b2312f8844e9dc3197552bfbdab13
0.tif Oct 10, 2024 - Dataset for: Machine learning-assisted droplet microfluidics experiments for investigating metastability of amorphous calcium carbonate TIFF Image - 38.4 MB - SHA-256: 1079c04249ad6c461b1fd5ff092465ae584a470904a633e2699e0aaa97371f74
0.tif Oct 10, 2024 - Dataset for: Machine learning-assisted droplet microfluidics experiments for investigating metastability of amorphous calcium carbonate TIFF Image - 38.3 MB - SHA-256: 8a94478d90ce8c29f7ea2a12976f3bb6d9de2c327091da8a87ae832684841531
0.tif Oct 10, 2024 - Dataset for: Machine learning-assisted droplet microfluidics experiments for investigating metastability of amorphous calcium carbonate TIFF Image - 38.6 MB - SHA-256: bb155e26b2549a06f908b3d6e700bc8be98fe998b81b5be25d24c17178c69ce9
0.tif Oct 10, 2024 - Dataset for: Machine learning-assisted droplet microfluidics experiments for investigating metastability of amorphous calcium carbonate TIFF Image - 38.3 MB - SHA-256: 6b6dfb0029dc97d61d80367c26af1d96a55eff45af2c0ac642ad22c573deacd7
0.tif Oct 10, 2024 - Dataset for: Machine learning-assisted droplet microfluidics experiments for investigating metastability of amorphous calcium carbonate TIFF Image - 38.7 MB - SHA-256: d9ee0402c695bfc956575da88ae1f803267c8e2282d3795e0c77648e8341c768

Dataset for: Machine learning-assisted droplet microfluidics experiments for investigating metastability of amorphous calcium carbonate

Oct 10, 2024

Santoso, Ryan; Guignon, Lisa; Deissmann, Guido; Poonoosamy, Jenna, 2024, "Dataset for: Machine learning-assisted droplet microfluidics experiments for investigating metastability of amorphous calcium carbonate", https://doi.org/10.26165/JUELICH-DATA/RZ8RZ3, Jülich DATA, V1

This dataset contains experimental data used to train the cascading U-Net models and the DeepLabV3+ model for identifying ACC phase, vaterite crystals, and calcite crystals in droplet microfluidics. It also includes code for reproducing all data-driven machine learning results, w...

0.png

Oct 10, 2024 - Dataset for: Machine learning-assisted droplet microfluidics experiments for investigating metastability of amorphous calcium carbonate

PNG Image - 145.5 KB - SHA-256: 13995e8bbff6a9e6d8fcd10236d29cefe6f1654012f0fe06177d14f6a6035512

0.png

Oct 10, 2024 - Dataset for: Machine learning-assisted droplet microfluidics experiments for investigating metastability of amorphous calcium carbonate

PNG Image - 300.6 KB - SHA-256: 29a3c0eff09e5cc4d3ab4c3e2f1d69af1304f4da3b9e08a96cb92c42f7a35bd1

0.tif

Oct 10, 2024 - Dataset for: Machine learning-assisted droplet microfluidics experiments for investigating metastability of amorphous calcium carbonate

TIFF Image - 38.6 MB - SHA-256: 789043bbab57c279afe445ca3bb88a274d504d3febbb2945b11a1c7f10c41bd6

0.tif

Oct 10, 2024 - Dataset for: Machine learning-assisted droplet microfluidics experiments for investigating metastability of amorphous calcium carbonate

TIFF Image - 38.5 MB - SHA-256: 36cdc11e4415df7c14e28af205c071ca163b2312f8844e9dc3197552bfbdab13

0.tif

Oct 10, 2024 - Dataset for: Machine learning-assisted droplet microfluidics experiments for investigating metastability of amorphous calcium carbonate

TIFF Image - 38.4 MB - SHA-256: 1079c04249ad6c461b1fd5ff092465ae584a470904a633e2699e0aaa97371f74

0.tif

Oct 10, 2024 - Dataset for: Machine learning-assisted droplet microfluidics experiments for investigating metastability of amorphous calcium carbonate

TIFF Image - 38.3 MB - SHA-256: 8a94478d90ce8c29f7ea2a12976f3bb6d9de2c327091da8a87ae832684841531

0.tif

Oct 10, 2024 - Dataset for: Machine learning-assisted droplet microfluidics experiments for investigating metastability of amorphous calcium carbonate

TIFF Image - 38.6 MB - SHA-256: bb155e26b2549a06f908b3d6e700bc8be98fe998b81b5be25d24c17178c69ce9

0.tif

Oct 10, 2024 - Dataset for: Machine learning-assisted droplet microfluidics experiments for investigating metastability of amorphous calcium carbonate

TIFF Image - 38.3 MB - SHA-256: 6b6dfb0029dc97d61d80367c26af1d96a55eff45af2c0ac642ad22c573deacd7

0.tif

Oct 10, 2024 - Dataset for: Machine learning-assisted droplet microfluidics experiments for investigating metastability of amorphous calcium carbonate

TIFF Image - 38.7 MB - SHA-256: d9ee0402c695bfc956575da88ae1f803267c8e2282d3795e0c77648e8341c768

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