Morpho-MNIST: Quantitative Assessment and Diagnostics for Representation Learning

Autor: Castro, DC, Tan, J, Kainz, B, Konukoglu, E, Glocker, B

Revealing latent structure in data is an active field of research, having brought exciting new models such as variational autoencoders and generative adversarial networks, and is essential to push machine learning towards unsupervised knowledge disco

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=od______1032::ec19aa72ac901fcd9ccd7516c2a437ab
http://hdl.handle.net/10044/1/63396

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Enhancing lipid production in plant cells through automated high-throughput genome engineering and phenotyping.

Autor: Dong J; Department of Crop Sciences, College of Agricultural, Consumer and Environmental Sciences, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA.; Department of Energy Center for Advanced Bioenergy and Bioproducts Innovation, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA.; Carl R. Woese Institute for Genomic Biology, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA., Croslow SW; Department of Energy Center for Advanced Bioenergy and Bioproducts Innovation, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA.; Department of Chemistry, University of Illinois Urbana-Champaign, Urbana, IL 61801, USA.; Beckman Institute for Advanced Science and Technology, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA., Lane ST; Department of Energy Center for Advanced Bioenergy and Bioproducts Innovation, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA.; Carl R. Woese Institute for Genomic Biology, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA., Castro DC; Beckman Institute for Advanced Science and Technology, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA.; Department of Molecular and Integrative Physiology, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA., Blanford J; Biology Department, Brookhaven National Laboratory, Upton, NY 11973, USA., Zhou S; Department of Energy Center for Advanced Bioenergy and Bioproducts Innovation, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA.; Carl R. Woese Institute for Genomic Biology, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA., Park K; Center for Plant Science Innovation, University of Nebraska-Lincoln, Lincoln, NE 68588, USA.; Department of Biochemistry, University of Nebraska-Lincoln, Lincoln, NE 68588, USA., Burgess S; Department of Plant Biology, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA., Root M; Carl R. Woese Institute for Genomic Biology, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA., Cahoon EB; Center for Plant Science Innovation, University of Nebraska-Lincoln, Lincoln, NE 68588, USA.; Department of Biochemistry, University of Nebraska-Lincoln, Lincoln, NE 68588, USA., Shanklin J; Biology Department, Brookhaven National Laboratory, Upton, NY 11973, USA., Sweedler JV; Department of Energy Center for Advanced Bioenergy and Bioproducts Innovation, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA.; Carl R. Woese Institute for Genomic Biology, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA.; Department of Chemistry, University of Illinois Urbana-Champaign, Urbana, IL 61801, USA.; Beckman Institute for Advanced Science and Technology, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA.; Department of Molecular and Integrative Physiology, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA., Zhao H; Department of Energy Center for Advanced Bioenergy and Bioproducts Innovation, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA.; Carl R. Woese Institute for Genomic Biology, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA.; Department of Chemistry, University of Illinois Urbana-Champaign, Urbana, IL 61801, USA.; Department of Chemical and Biomolecular Engineering, University of Illinois at Urbana-Champaign, Urban, IL 61801, USA., Hudson ME; Department of Crop Sciences, College of Agricultural, Consumer and Environmental Sciences, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA.; Department of Energy Center for Advanced Bioenergy and Bioproducts Innovation, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA.; Carl R. Woese Institute for Genomic Biology, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA.

Publikováno v: The Plant cell [Plant Cell] 2025 Feb 13; Vol. 37 (2).