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ZENODO
Dataset . 2025
License: CC BY
Data sources: ZENODO
image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
ZENODO
Dataset . 2025
License: CC BY
Data sources: ZENODO
ZENODO
Dataset . 2025
License: CC BY
Data sources: Datacite
ZENODO
Dataset . 2025
License: CC BY
Data sources: Datacite
ZENODO
Dataset . 2025
License: CC BY
Data sources: Datacite
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Source Data for: Generative learning of morphological and contrast heterogeneities for self-supervised electron micrograph segmentation

Authors: Yuan, Wenhao; YAO, BINGQING; Tan, Shengdong; You, Fengqi; He, Qian;

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

Abstract

Related data for EMcopilot. Below is the hierarchical structure of the dataset. If you are using this dataset in your publication, please cite our paper: npj Comput. Mater. 11, 322 (2025). https://doi.org/10.1038/s41524-025-01800-5. 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/

Related Organizations
Keywords

Microscopy, Electron, Scanning Transmission, Image processing, Nanoparticles, Deep learning, Computer vision, Catalysis

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    popularity
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    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average