Title:
生物学関連のデータを処理するための機械学習アルゴリズムをトレーニングするためのシステムおよび方法、顕微鏡ならびにトレーニングされた機械学習アルゴリズム
Document Type and Number:
Japanese Patent JP7443401
Kind Code:
B2
Abstract:
A system (100) comprises one or more processors (110) and one or more storage devices (120), wherein the system (100) is configured to generate a first high-dimensional representation of the biology-related language-based input training data (102) by a language recognition machine-learning algorithm executed by the one or more processors (110). Further, the system (100) is configured to generate biology-related language-based output training data based on the first high-dimensional representation by the language recognition machine-learning algorithm and adjust the language recognition machine-learning algorithm based on a comparison of the biology-related language-based input training data (102) and the biolo-gy-related language-based output training data. Additionally. the system (100) is configured to generate a second high-dimensional representation of the biology-related image-based input training data (104) by a visual recognition machine-learning algorithm executed by the one or more processors (110) and adjust the visual recognition machine-learning algorithm based on a comparison of the first high-dimensional representation and the second high-dimensional representation.
Inventors:
Constantine Kappel
Application Number:
JP2021572433A
Publication Date:
March 05, 2024
Filing Date:
June 07, 2019
Export Citation:
Assignee:
Leica Microsystems CMS GmbH
International Classes:
G16B40/00; G06N3/04; G06N3/08; G06N5/00
Foreign References:
| US10127475 |
Other References:
MENDIETA, M. et al.,A cross-modal transfer approach for histological images: A case study in aquaculture for disease identification using zero-shot learning,2017 IEEE Second Ecuador Technical Chapters Meeting (ETCM) [online],IEEE,2018年01月08日,[retrieved on 2023.08.23],,DOI : 10.1109/ETCM.2017.8247501
SOCHER, R. et al.,Zero-Shot Learning Through Cross-Modal Transfer,arXiv[online],2013年,p.1-7,[retrieved on 2023.08.23],
SOCHER, R. et al.,Zero-Shot Learning Through Cross-Modal Transfer,arXiv[online],2013年,p.1-7,[retrieved on 2023.08.23],
Attorney, Agent or Firm:
Einzel Felix-Reinhard
Taku Morita
Junichi Maekawa
Hideo Nagashima
Ueshima class
Taku Morita
Junichi Maekawa
Hideo Nagashima
Ueshima class