Published March 8, 2025 | Version v3
Dataset Open

Source Data for: Generative learning of morphological and contrast heterogeneities for self-supervised electron micrograph segmentation

Description

Related data for EMcopilot. Below is the hierarchical structure of the dataset. If you are using this dataset in your publication, please cite our papers: Microsc. Microanal., 30, ozae044.211, and  arXiv:2407.19544.

Declare: EMcopilot has been registered as a trademark by the Intellectual Property Office of Singapore, No. 40202319264T.

- EMcopilot_dataset/

    - 01_experimental_images/

        - 01_01_PtSn_Al2O3_nanoparticle/

        - 01_02_PtSn_Al2O3_cluster/

        - 01_03_Au_ZSM5/

    - 02_manual_labels/

        - 02_01_PtSn_Al2O3_nanoparticle/

        - 02_02_PtSn_Al2O3_cluster/

        - 02_03_Au_ZSM5/

    - 03_SAM_masks/

        - 03_01_PtSn_Al2O3_nanoparticle/

        - 03_02_PtSn_Al2O3_cluster/

    - 04_generated_masks/

        - 04_01_PtSn_Al2O3_nanoparticle/

    - 05_synthetic_images/

        - 05_01_PtSn_Al2O3_nanoparticle/

    - 06_adapted_images/

        - 06_01_PtSn_Al2O3_nanoparticle/

    - 07_model_checkpoints_pix2pix/

        - 07_01_PtSn_Al2O3_nanoparticle/

        - 07_02_PtSn_Al2O3_cluster/

        - 07_03_Au_ZSM5/

        - 07_04_Pd_C/

        - 07_05_SACs/

    - 08_model_checkpoints_CBAMUNet++/

        - 08_01_EMcopilot_trained/

        - 08_02_manual_labeling_trained/

        - 08_03_five_shot_hybrid__trained/

Files

EMcopilot_dataset.zip

Files (3.1 GB)

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md5:804a1a7c1eee322f7c2f101cfc981802
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Additional details

Related works

Is published in
Journal article: 10.1093/mam/ozae044.211 (DOI)
Preprint: arXiv:2407.19544 (arXiv)

Funding

National Research Foundation
NRF Fellowship NRF-NRFF11-2019-0002
Agency for Science, Technology and Research
Singapore Low-Carbon Energy Research Program Funding Initiative U2102d2005
Agency for Science, Technology and Research
Singapore Low-Carbon Energy Research Program Funding Initiative U2102d2006
Agency for Science, Technology and Research
Singapore Low-Carbon Energy Research Program Funding Initiative U2305d4003

Dates

Available
2025-03-08

Software

Repository URL
https://github.com/WenhaoYuan337/EMcopilot
Programming language
Python
Development Status
Active