Abstract
Machine learning enables automated identification of liquid-crystalline phases from polarized optical microscopy textures, providing a rapid approach for tracking phase transitions.
Contact and support
Need help, have a question, or want to contact the ResearchHub team?
© 2026 ResearchHub. Built for responsible scholarly connection.
Privacy-aware community infrastructureNatalia Osiecka-Drewniak, Ewa Juszyńska-Gałązka
Abstract
Authors
Institutions
No ROR-resolved institution is linked to this work yet.
Provenance
crossref
Confidence 100%
pubmed
Confidence 98%
europepmc
Confidence 96%
unpaywall
Confidence 95%
datacite
Confidence 0%
No local reference links have been materialized yet.
No local citing links have been materialized yet.
10.1103/physrevlett.124.010508
10.1103/physrevlett.124.010508 · 2020
10.18662/brain/14.2/445
10.18662/brain/14.2/445 · 2023
10.1007/s10915-022-01939-z
10.1007/s10915-022-01939-z · 2022
10.1103/physrevresearch.4.013231
10.1103/physrevresearch.4.013231 · 2022
Unresolved referenced work
2021
10.1103/physrevd.97.044039
10.1103/physrevd.97.044039 · 2025
10.1039/d3sm01593a
10.1039/d3sm01593a · 2024
10.1039/d3sm00902e
10.1039/d3sm00902e · 2023
10.1080/02678292.2022.2150790
10.1080/02678292.2022.2150790 · 2023
10.3389/frsfm.2023.1114551
10.3389/frsfm.2023.1114551 · 2023
10.1016/j.molliq.2025.127511
10.1016/j.molliq.2025.127511 · 2025
10.1103/physreve.99.062701
10.1103/physreve.99.062701 · 2019
10.1038/s41598-025-89699-2
10.1038/s41598-025-89699-2 · 2025
10.1039/d4sm00295d
10.1039/d4sm00295d · 2024
10.1039/d5sm01070e
10.1039/d5sm01070e · 2026
10.1080/02678292.2025.2517865
10.1080/02678292.2025.2517865 · 2025
10.1038/s41598-020-63662-9
10.1038/s41598-020-63662-9 · 2020
10.3390/cryst15030214
10.3390/cryst15030214 · 2025
10.1140/epjs/s11734-026-02507-4
10.1140/epjs/s11734-026-02507-4 · 2026
10.1038/s41598-025-89699-2
10.1038/s41598-025-89699-2 · 2025
Unresolved referenced work
2025
10.1016/j.physa.2025.130857
10.1016/j.physa.2025.130857 · 2025
10.1021/acs.jpcb.5c03681
10.1021/acs.jpcb.5c03681 · 2025
10.1080/00268948108073618
10.1080/00268948108073618 · 1981
10.1002/ima.70039
10.1002/ima.70039 · 2025
10.1080/01411594.2011.646268
10.1080/01411594.2011.646268 · 2012
10.1021/jp4042155
10.1021/jp4042155 · 2013
Unresolved referenced work
Kept as external metadata until matched
Unresolved referenced work
Kept as external metadata until matched
10.4208/cicp.oa-2020-0165
10.4208/cicp.oa-2020-0165 · 2020
10.1007/s00521-023-08568-z
10.1007/s00521-023-08568-z · 2023
Unresolved referenced work
2015
10.1038/s41598-022-18646-2
10.1038/s41598-022-18646-2 · 2022
10.1049/ipr2.70019
10.1049/ipr2.70019 · 2025
10.1007/s10462-021-09975-1
10.1007/s10462-021-09975-1 · 2021
Unresolved referenced work
2018
No additional external references are available.