Explainable deep learning in plant phenotyping

S Mostafa, D Mondal, K Panjvani, L Kochian… - Frontiers in Artificial …, 2023 - frontiersin.org
The increasing human population and variable weather conditions, due to climate change,
pose a threat to the world's food security. To improve global food security, we need to …

Application of deep learning diagnosis for multiple traits sorting in peach fruit

K Masuda, R Uchida, N Fujita, Y Miyamoto… - Postharvest Biology and …, 2023 - Elsevier
Abstracts Fruit quality is determined by multiple complex traits, which are difficult to diagnose
by simple criteria and often require expert skills with a long experience. Nevertheless …

Transcriptomic interpretation on explainable AI-guided intuition uncovers premonitory reactions of disordering fate in persimmon fruit

K Masuda, E Kuwada, M Suzuki, T Suzuki… - Plant and Cell …, 2023 - academic.oup.com
Deep neural network (DNN) techniques, as an advanced machine learning framework, have
allowed various image diagnoses in plants, which often achieve better prediction …

基于文献计量学的智慧果园研究进展与热点分析.

兰玉彬, 林泽山, 王林琳… - Transactions of the …, 2022 - search.ebscohost.com
为了宏观掌握智慧果园在国内外的研究动态, 前沿和热点, 更好地推动智慧果园乃至智慧农业的
发展, 该研究采用文献计量分析方法, 以Web of science 核心论文集为检索平台分析了智慧果园 …

Collaboration with AI in Horticultural Science

E Kuwada, T Akagi - The Horticulture Journal, 2024 - jstage.jst.go.jp
Artificial Intelligence, or AI, is becoming increasingly prevalent in a wide variety of scientific
fields. The recent progress in deep neural networks, or simply “deep learning”, in particular …

Chromosome-scale genome assembly of acerola (Malpighia emarginata DC.)

K Shirasawa, K Harada, N Haramoto, H Aoki… - bioRxiv, 2024 - biorxiv.org
Acerola (Malpighia emarginata DC.) is a tropical evergreen shrub that produces vitamin C-
rich fruits. Increasing fruit nutrition is one of the main targets of acerola breeding programs …

Effect of cell wall polysaccharides on the peelability in table grape berries

J Bi, Y Jiang, B Zhao, J Yang, Q Zhao, W Ji - 2024 - researchsquare.com
With the significant improvement of grape cultivation standardization and the
internationalization of product markets in China, grape production is gradually shifting from …

Allele Mining in Citrus: Prospects and Potentials for Functional Genomics, Evolutional Studies, and Genomics-Assisted Breeding

T Shimizu, H Iwata - Allele Mining for Genomic Designing of Fruit Crops - taylorfrancis.com
The genus Citrus exhibits a wide diversity in the traits of fruit, inflorescence, or disease
resistance, and citrus genomes inherit numerous alleles associated with such trait …

Development of an efficient breeding platform for fruit trees using genome and image information

M Minamikawa - nougaku.jp
The global demand for high-quality fruits is increasing, and fruit quality has become an
essential breeding target. Cross-breeding to obtain new cultivars with high-quality fruits …

スマート林業時代の林木育種

松下通也 - 森林遺伝育種, 2022 - jstage.jst.go.jp
近年では, データ駆動型育種やモデルベース開発, 機械学習や深層学習, 人工知能 AI (Artificial
Intelligence) といったキーワードが, 専門的な学問分野だけにとどまらず日常の新聞やニュースでも …