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Part 1: Document Description
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Citation |
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Title: |
Machine learning models for 3D complex shape analysis and classification on the NEBD+ dataset |
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Identification Number: |
perma:BSC/J0HVTR |
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Distributor: |
BSC Dataverse |
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Date of Distribution: |
2025-10-17 |
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Version: |
1 |
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Bibliographic Citation: |
Berganzo-Besga, Iban, 2025, "Machine learning models for 3D complex shape analysis and classification on the NEBD+ dataset", https://dataverse.bsc.es/dataset.xhtml?persistentId=perma:BSC/J0HVTR, BSC Dataverse, V1, UNF:6:GSgdAZ4nevEX2NwRGqdJfQ== [fileUNF] |
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Citation |
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Title: |
Machine learning models for 3D complex shape analysis and classification on the NEBD+ dataset |
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Identification Number: |
perma:BSC/J0HVTR |
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Authoring Entity: |
Berganzo-Besga, Iban (https://ror.org/05sd8tv96) |
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Distributor: |
BSC Dataverse |
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Access Authority: |
BERGANZO BESGA, IBAN |
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Depositor: |
BERGANZO BESGA, IBAN |
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Date of Deposit: |
2025-09-03 |
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Holdings Information: |
https://dataverse.bsc.es/dataset.xhtml?persistentId=perma:BSC/J0HVTR |
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Study Scope |
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Keywords: |
Agricultural Sciences, Arts and Humanities, Computer and Information Science |
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Abstract: |
This dataset presents diverse models trained using machine learning (ML) like traditional architectures for geometric morphometrics (GMM) such as scikit-learn GBM, KNN, LDA, RF and SVM, more advance ones like XGBoost GBM, and deep learning architectures such as MLP, TabPFN and MeshCNN. The models were trained on the NEBD+ dataset. |
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Methodology and Processing |
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Sources Statement |
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Data Access |
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Notes: |
<a href="http://creativecommons.org/licenses/by/4.0">CC BY 4.0</a> |
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Other Study Description Materials |
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File Description--f5295 |
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File: Random_Dataset_Split.tab |
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UNF:6:GSgdAZ4nevEX2NwRGqdJfQ== |
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landraces_outerfold2.pt |
|
Notes: |
application/octet-stream |
|
Label: |
landraces_outerfold3.pt |
|
Notes: |
application/octet-stream |
|
Label: |
landraces_outerfold4.pt |
|
Notes: |
application/octet-stream |
|
Label: |
landraces_outerfold5.pt |
|
Notes: |
application/octet-stream |
|
Label: |
origins_outerfold.joblib |
|
Notes: |
application/octet-stream |
|
Label: |
origins_outerfold1.pt |
|
Notes: |
application/octet-stream |
|
Label: |
origins_outerfold2.pt |
|
Notes: |
application/octet-stream |
|
Label: |
origins_outerfold3.pt |
|
Notes: |
application/octet-stream |
|
Label: |
origins_outerfold4.pt |
|
Notes: |
application/octet-stream |
|
Label: |
origins_outerfold5.pt |
|
Notes: |
application/octet-stream |
|
Label: |
rows_outerfold.joblib |
|
Notes: |
application/octet-stream |
|
Label: |
rows_outerfold1.pt |
|
Notes: |
application/octet-stream |
|
Label: |
rows_outerfold2.pt |
|
Notes: |
application/octet-stream |
|
Label: |
rows_outerfold3.pt |
|
Notes: |
application/octet-stream |
|
Label: |
rows_outerfold4.pt |
|
Notes: |
application/octet-stream |
|
Label: |
rows_outerfold5.pt |
|
Notes: |
application/octet-stream |
|
Label: |
bere_outerfold1.joblib |
|
Notes: |
application/octet-stream |
|
Label: |
bere_outerfold2.joblib |
|
Notes: |
application/octet-stream |
|
Label: |
bere_outerfold3.joblib |
|
Notes: |
application/octet-stream |
|
Label: |
bere_outerfold4.joblib |
|
Notes: |
application/octet-stream |
|
Label: |
bere_outerfold5.joblib |
|
Notes: |
application/octet-stream |
|
Label: |
landraces_outerfold1.joblib |
|
Notes: |
application/octet-stream |
|
Label: |
landraces_outerfold2.joblib |
|
Notes: |
application/octet-stream |
|
Label: |
landraces_outerfold3.joblib |
|
Notes: |
application/octet-stream |
|
Label: |
landraces_outerfold4.joblib |
|
Notes: |
application/octet-stream |
|
Label: |
landraces_outerfold5.joblib |
|
Notes: |
application/octet-stream |
|
Label: |
origins_outerfold1.joblib |
|
Notes: |
application/octet-stream |
|
Label: |
origins_outerfold2.joblib |
|
Notes: |
application/octet-stream |
|
Label: |
origins_outerfold3.joblib |
|
Notes: |
application/octet-stream |
|
Label: |
origins_outerfold4.joblib |
|
Notes: |
application/octet-stream |
|
Label: |
origins_outerfold5.joblib |
|
Notes: |
application/octet-stream |
|
Label: |
rows_outerfold1.joblib |
|
Notes: |
application/octet-stream |
|
Label: |
rows_outerfold2.joblib |
|
Notes: |
application/octet-stream |
|
Label: |
rows_outerfold3.joblib |
|
Notes: |
application/octet-stream |
|
Label: |
rows_outerfold4.joblib |
|
Notes: |
application/octet-stream |
|
Label: |
rows_outerfold5.joblib |
|
Notes: |
application/octet-stream |
|
Label: |
bere_outerfold.joblib |
|
Notes: |
application/octet-stream |
|
Label: |
bere_outerfold1.json |
|
Notes: |
application/json |
|
Label: |
bere_outerfold2.json |
|
Notes: |
application/json |
|
Label: |
bere_outerfold3.json |
|
Notes: |
application/json |
|
Label: |
bere_outerfold4.json |
|
Notes: |
application/json |
|
Label: |
bere_outerfold5.json |
|
Notes: |
application/json |
|
Label: |
landraces_outerfold.joblib |
|
Notes: |
application/octet-stream |
|
Label: |
landraces_outerfold1.json |
|
Notes: |
application/json |
|
Label: |
landraces_outerfold2.json |
|
Notes: |
application/json |
|
Label: |
landraces_outerfold3.json |
|
Notes: |
application/json |
|
Label: |
landraces_outerfold4.json |
|
Notes: |
application/json |
|
Label: |
landraces_outerfold5.json |
|
Notes: |
application/json |
|
Label: |
origins_outerfold.joblib |
|
Notes: |
application/octet-stream |
|
Label: |
origins_outerfold1.json |
|
Notes: |
application/json |
|
Label: |
origins_outerfold2.json |
|
Notes: |
application/json |
|
Label: |
origins_outerfold3.json |
|
Notes: |
application/json |
|
Label: |
origins_outerfold4.json |
|
Notes: |
application/json |
|
Label: |
origins_outerfold5.json |
|
Notes: |
application/json |
|
Label: |
rows_outerfold.joblib |
|
Notes: |
application/octet-stream |
|
Label: |
rows_outerfold1.json |
|
Notes: |
application/json |
|
Label: |
rows_outerfold2.json |
|
Notes: |
application/json |
|
Label: |
rows_outerfold3.json |
|
Notes: |
application/json |
|
Label: |
rows_outerfold4.json |
|
Notes: |
application/json |
|
Label: |
rows_outerfold5.json |
|
Notes: |
application/json |