Ripeness | List of Frontiers open access articles

Original Research

Published on 05 Jun 2024

Fusion of fruit image processing and deep learning: a study on identification of citrus ripeness based on R-LBP algorithm and YOLO-CIT model

in Sustainable and Intelligent Phytoprotection

Chenglin Wang
Qiyu Han
Chunjiang Li
Tianlong Zou
Xiangjun Zou

Frontiers in Plant Science

doi 10.3389/fpls.2024.1397816

5,372 views
22 citations

Original Research

Published on 28 Jul 2023

A fine recognition method of strawberry ripeness combining Mask R-CNN and region segmentation

in Technical Advances in Plant Science

Can Tang
Du Chen
Xin Wang
Xindong Ni
Yehong Liu
Yihao Liu
Xu Mao
Shumao Wang

Frontiers in Plant Science

doi 10.3389/fpls.2023.1211830

7,251 views
25 citations

Original Research

Published on 28 Jan 2026

TRD-Net: an efficient tomato ripeness detection network based on improved YOLO v8 for selective harvesting

in Sustainable and Intelligent Phytoprotection

Xiangpeng Fan
Xiujuan Chai

Frontiers in Plant Science

doi 10.3389/fpls.2026.1748741

1,280 views

Original Research

Published on 20 Aug 2025

YOLOv11-GSF: an optimized deep learning model for strawberry ripeness detection in agriculture

in Sustainable and Intelligent Phytoprotection

Haoran Ma
Qian Zhao
Runqing Zhang
Chunxu Hao
Wenhui Dong
Xiaoying Zhang
Fuzhong Li
Xiaoqin Xue
Gongqing Sun

Frontiers in Plant Science

doi 10.3389/fpls.2025.1584669

4,372 views
7 citations

Original Research

Accepted on 22 Apr 2026

SDGD-YOLO: A lightweight detection model for assessing the ripeness of black raspberries in complex greenhouse environments

in Sustainable and Intelligent Phytoprotection

Wenyan Zhao
Xue Ding
Jingliang Wang

Frontiers in Plant Science

238 views

Original Research

Published on 10 Dec 2025

Integrating phenotypic analyses and color parameters: a multidimensional framework for precise color characterization in eggplant fruit

in Technical Advances in Plant Science

Yiying Zhang
Hairong Chen
Shan Deng
Qujiang Bai
Yu Zhang
Hong Zhao
Kun Liu
Yunxia Chu
Li Ren

Frontiers in Plant Science

doi 10.3389/fpls.2025.1689896

1,189 views

Original Research

Published on 20 Oct 2023

A Swin transformer and MLP based method for identifying cherry ripeness and decay

in Optics and Photonics

Ke Song
Jiwen Yang
Guohui Wang

Frontiers in Physics

doi 10.3389/fphy.2023.1278898

4,417 views
12 citations

Original Research

Published on 24 Feb 2022

Oxidative Stress and Autophagy Are Important Processes in Post Ripeness and Brown Film Formation in Mycelium of Lentinula edodes

in Microbial Physiology and Metabolism

Lihua Tang
Ting Chu
Junjun Shang
Ruiheng Yang
Chunyan Song
Dapeng Bao
Qi Tan
Huahua Jian

Frontiers in Microbiology

doi 10.3389/fmicb.2022.811673

4,917 views
9 citations

Original Research

Published on 05 Jul 2024

Lightweight tomato ripeness detection algorithm based on the improved RT-DETR

in Technical Advances in Plant Science

Sen Wang
Huiping Jiang
Jixiang Yang
Xuan Ma
Jiamin Chen
Zhongjie Li
Xingqun Tang

Frontiers in Plant Science

doi 10.3389/fpls.2024.1415297

15,358 views
56 citations

Original Research

Published on 02 May 2025

Tomato ripeness detection and fruit segmentation based on instance segmentation

in Technical Advances in Plant Science

Jinfan Wei
Yu Sun
Lan Luo
Lingyun Ni
Mengchao Chen
Minghui You
Ye Mu
He Gong

Frontiers in Plant Science

doi 10.3389/fpls.2025.1503256

4,189 views
5 citations

Original Research

Published on 09 Jun 2023

“Is this blueberry ripe?”: a blueberry ripeness detection algorithm for use on picking robots

in Technical Advances in Plant Science

Yan Liu
Hongtao Zheng
Yonghua Zhang
Qiujie Zhang
Hongli Chen
Xueyong Xu
Gaoyang Wang

Frontiers in Plant Science

doi 10.3389/fpls.2023.1198650

6,346 views
38 citations

Original Research

Published on 13 Apr 2026

Integrated widely-targeted metabolome and transcriptome analysis provide novel insights into the regulation of nutritional formation in Artocarpus nanchuanensis fruit

in Plant Metabolism and Chemodiversity

Shumin Wang
Kun Zhou
Tao Guo
Zhiruo Zhang
Hong Yang
Junping Quan
Wanpeng Xi

Frontiers in Plant Science

doi 10.3389/fpls.2026.1800089

301 views

Original Research

Published on 04 Dec 2025

LBS-YOLO: a lightweight model for strawberry ripeness detection

in Technical Advances in Plant Science

Haitao Fu
Xueying Li
Zheng Li
Li Zhu
Yuxuan Feng

Frontiers in Plant Science

doi 10.3389/fpls.2025.1715263

2,041 views
1 citation

Original Research

Published on 27 Feb 2025

Improved RT-DETR and its application to fruit ripeness detection

in Technical Advances in Plant Science

Mengyang Wu
Ya Qiu
Wenying Wang
Xun Su
Yuhao Cao
Yun Bai

Frontiers in Plant Science

doi 10.3389/fpls.2025.1423682

8,684 views
15 citations

Original Research

Published on 21 Apr 2021

Projected Wine Grape Cultivar Shifts Due to Climate Change in New Zealand

in Crop and Product Physiology

Anne-Gaelle E. Ausseil
Richard M. Law
Amber K. Parker
Edmar I. Teixeira
Abha Sood

Frontiers in Plant Science

doi 10.3389/fpls.2021.618039

13,737 views
37 citations

Original Research

Published on 09 Feb 2021

Comparative Study of the Physico- and Biochemical Properties of Two Types of Salted Japanese Apricot (Prunus mume) Pickles

in Sustainable Food Processing

Jutalak Suwannachot
Sunantha Ketnawa
Yukiharu Ogawa

Frontiers in Sustainable Food Systems

doi 10.3389/fsufs.2021.606688

4,226 views
10 citations

Articles

Fusion of fruit image processing and deep learning: a study on identification of citrus ripeness based on R-LBP algorithm and YOLO-CIT model

A fine recognition method of strawberry ripeness combining Mask R-CNN and region segmentation

TRD-Net: an efficient tomato ripeness detection network based on improved YOLO v8 for selective harvesting

YOLOv11-GSF: an optimized deep learning model for strawberry ripeness detection in agriculture

SDGD-YOLO: A lightweight detection model for assessing the ripeness of black raspberries in complex greenhouse environments

Integrating phenotypic analyses and color parameters: a multidimensional framework for precise color characterization in eggplant fruit

A Swin transformer and MLP based method for identifying cherry ripeness and decay

Oxidative Stress and Autophagy Are Important Processes in Post Ripeness and Brown Film Formation in Mycelium of Lentinula edodes

Lightweight tomato ripeness detection algorithm based on the improved RT-DETR

Tomato ripeness detection and fruit segmentation based on instance segmentation

“Is this blueberry ripe?”: a blueberry ripeness detection algorithm for use on picking robots

Integrated widely-targeted metabolome and transcriptome analysis provide novel insights into the regulation of nutritional formation in Artocarpus nanchuanensis fruit

LBS-YOLO: a lightweight model for strawberry ripeness detection

Improved RT-DETR and its application to fruit ripeness detection

Projected Wine Grape Cultivar Shifts Due to Climate Change in New Zealand

Comparative Study of the Physico- and Biochemical Properties of Two Types of Salted Japanese Apricot (Prunus mume) Pickles