A Lightweight Real-Time Recognition Algorithm for Tomato Leaf Disease Based on Improved YOLOv8
To address the real-time detection challenge of deploying deep learning-based tomato leaf disease detection algorithms on embedded devices, an improved tomato leaf disease detection algorithm based on YOLOv8n is proposed in this paper. It is able to achieve the efficient, real-time detection of toma...
| Published in: | Agronomy |
|---|---|
| Main Authors: | Wenbo Liu, Chenhao Bai, Wei Tang, Yu Xia, Jie Kang |
| Format: | Article |
| Language: | English |
| Published: |
MDPI AG
2024-09-01
|
| Subjects: | |
| Online Access: | https://www.mdpi.com/2073-4395/14/9/2069 |
Similar Items
Research and Implementation of Millet Ear Detection Method Based on Lightweight YOLOv5
by: Shujin Qiu, et al.
Published: (2023-11-01)
by: Shujin Qiu, et al.
Published: (2023-11-01)
A Lightweight Crop Pest Detection Algorithm Based on Improved Yolov5s
by: Jing Zhang, et al.
Published: (2023-06-01)
by: Jing Zhang, et al.
Published: (2023-06-01)
Real-Time Chinese Chess Piece Character Recognition using Edge AI
by: Ryan Satria Wijaya, et al.
Published: (2025-08-01)
by: Ryan Satria Wijaya, et al.
Published: (2025-08-01)
Autonomous Robot System Based on Room Nameplate Recognition Using YOLOv4 Method on Jetson Nano 2GB
by: Muhammad Pandu Dwi Cahyo, et al.
Published: (2022-04-01)
by: Muhammad Pandu Dwi Cahyo, et al.
Published: (2022-04-01)
Deteksi Helm Keselamatan Menggunakan Jetson Nano dan YOLOv7
by: Hadi Supriyanto, et al.
Published: (2024-02-01)
by: Hadi Supriyanto, et al.
Published: (2024-02-01)
Research on Calf Behavior Recognition Based on Improved Lightweight YOLOv8 in Farming Scenarios
by: Ze Yuan, et al.
Published: (2025-03-01)
by: Ze Yuan, et al.
Published: (2025-03-01)
Counting People and Bicycles in Real Time Using YOLO on Jetson Nano
by: Hugo Gomes, et al.
Published: (2022-11-01)
by: Hugo Gomes, et al.
Published: (2022-11-01)
Lightweight Driver Behavior Identification Model with Sparse Learning on In-Vehicle CAN-BUS Sensor Data
by: Shan Ullah, et al.
Published: (2020-09-01)
by: Shan Ullah, et al.
Published: (2020-09-01)
ILN-YOLOv8: A Lightweight Image Recognition Model for Crimped Wire Connectors
by: Xiaojian Zhou, et al.
Published: (2025-01-01)
by: Xiaojian Zhou, et al.
Published: (2025-01-01)
Edge Computing-Driven Real-Time Drone Detection Using YOLOv9 and NVIDIA Jetson Nano
by: Raj Hakani, et al.
Published: (2024-11-01)
by: Raj Hakani, et al.
Published: (2024-11-01)
Real-Time Heartbeat Classification on Distributed Edge Devices: A Performance and Resource Utilization Study
by: Eko Sakti Pramukantoro, et al.
Published: (2025-10-01)
by: Eko Sakti Pramukantoro, et al.
Published: (2025-10-01)
Object Detection Using ESRGAN With a Sequential Transfer Learning on Remote Sensing Embedded Systems
by: Yogendra Rao Musunuri, et al.
Published: (2024-01-01)
by: Yogendra Rao Musunuri, et al.
Published: (2024-01-01)
Video based hand gesture recognition dataset using thermal camera
by: Simen Birkeland, et al.
Published: (2024-06-01)
by: Simen Birkeland, et al.
Published: (2024-06-01)
Comparative Study of Computer Vision Based Line Followers Using Raspberry Pi and Jetson Nano
by: Gunawan Dewantoro, et al.
Published: (2021-12-01)
by: Gunawan Dewantoro, et al.
Published: (2021-12-01)
Real-Time Overhead Power Line Component Detection on Edge Computing Platforms
by: Nico Surantha
Published: (2025-04-01)
by: Nico Surantha
Published: (2025-04-01)
CM-YOLOv8: Lightweight YOLO for Coal Mine Fully Mechanized Mining Face
by: Yingbo Fan, et al.
Published: (2024-03-01)
by: Yingbo Fan, et al.
Published: (2024-03-01)
SS-YOLOv8: A Lightweight Algorithm for Surface Litter Detection
by: Zhipeng Fan, et al.
Published: (2024-10-01)
by: Zhipeng Fan, et al.
Published: (2024-10-01)
Real-Time Detection of Slug Flow in Subsea Pipelines by Embedding a Yolo Object Detection Algorithm into Jetson Nano
by: Weiliang Qiao, et al.
Published: (2023-08-01)
by: Weiliang Qiao, et al.
Published: (2023-08-01)
Design and Implementation of Lightweight Network Based on Improved YOLOv4 Algorithm
by: KONG Weigang, LI Wenjing, WANG Qiuyan, CAO Pengcheng, SONG Qingzeng
Published: (2022-03-01)
by: KONG Weigang, LI Wenjing, WANG Qiuyan, CAO Pengcheng, SONG Qingzeng
Published: (2022-03-01)
Repair of thoracic aortic aneurysm with bilateral aberrant subclavian artery
by: Yuki Ikeno, MD, et al.
Published: (2024-08-01)
by: Yuki Ikeno, MD, et al.
Published: (2024-08-01)
Evaluation of landslide susceptibility based on landslide failure mode analysis: A case study of the left bank of Xietan River in the first section of Three Gorges Reservoir
by: Yuhang ZHU, et al.
Published: (2023-04-01)
by: Yuhang ZHU, et al.
Published: (2023-04-01)
Edge Computing Based on Convolutional Neural Network for Passenger Counting: A Case Study in Guadalajara, Mexico
by: Roxana Sánchez Laguna, et al.
Published: (2025-03-01)
by: Roxana Sánchez Laguna, et al.
Published: (2025-03-01)
Dense-stream YOLOv8n: a lightweight framework for real-time crowd monitoring in smart libraries
by: Zini Chen, et al.
Published: (2025-04-01)
by: Zini Chen, et al.
Published: (2025-04-01)
YOLOv8n-SMMP: A Lightweight YOLO Forest Fire Detection Model
by: Nianzu Zhou, et al.
Published: (2025-05-01)
by: Nianzu Zhou, et al.
Published: (2025-05-01)
Intelligent garbage sorting truck system based on deep learning
by: Wang Hui, et al.
Published: (2022-01-01)
by: Wang Hui, et al.
Published: (2022-01-01)
Synchronising an IMX219 image sensor and AS7265x spectral sensor to make a novel low-cost spectral camera
by: Charles Sutherland, et al.
Published: (2024-09-01)
by: Charles Sutherland, et al.
Published: (2024-09-01)
AirLoop: A Simulation Framework for Testing of UAV Services
by: Jessica Giovagnola, et al.
Published: (2023-01-01)
by: Jessica Giovagnola, et al.
Published: (2023-01-01)
An Erasure-Coded Storage System for Edge Computing
by: Lixin Liang, et al.
Published: (2020-01-01)
by: Lixin Liang, et al.
Published: (2020-01-01)
ZZ-YOLOv11: A Lightweight Vehicle Detection Model Based on Improved YOLOv11
by: Zhe Zhang, et al.
Published: (2025-05-01)
by: Zhe Zhang, et al.
Published: (2025-05-01)
When Mobilenetv2 Meets Transformer: A Balanced Sheep Face Recognition Model
by: Xiaopeng Li, et al.
Published: (2022-07-01)
by: Xiaopeng Li, et al.
Published: (2022-07-01)
An Adaptive Human–Robot Interaction Framework Using Real-Time Emotion Recognition and Context-Aware Task Planning
by: Udit Mamodiya, et al.
Published: (2025-01-01)
by: Udit Mamodiya, et al.
Published: (2025-01-01)
A Human-Detection Method Based on YOLOv5 and Transfer Learning Using Thermal Image Data from UAV Perspective for Surveillance System
by: Aprinaldi Jasa Mantau, et al.
Published: (2022-10-01)
by: Aprinaldi Jasa Mantau, et al.
Published: (2022-10-01)
Real-Time Lightweight Detection of Lychee Diseases with Enhanced YOLOv7 and Edge Computing
by: Jiayi Xiao, et al.
Published: (2023-11-01)
by: Jiayi Xiao, et al.
Published: (2023-11-01)
Sistem Deteksi Masker Berbasis Jetson Nano dengan Deep Learning Framework TensorFlow
by: Muhammad Luqman Bukhori, et al.
Published: (2023-02-01)
by: Muhammad Luqman Bukhori, et al.
Published: (2023-02-01)
PKD-YOLOv8: A Collaborative Pruning and Knowledge Distillation Framework for Lightweight Rapeseed Pest Detection
by: Haifeng Yu, et al.
Published: (2025-08-01)
by: Haifeng Yu, et al.
Published: (2025-08-01)
Utilizing YOLO Models for Real-World Scenarios: Assessing Novel Mixed Defect Detection Dataset in PCBs
by: Vinod Kumar Ancha, et al.
Published: (2024-01-01)
by: Vinod Kumar Ancha, et al.
Published: (2024-01-01)
Implementation of Visual Odometry on Jetson Nano
by: Jakub Krško, et al.
Published: (2025-02-01)
by: Jakub Krško, et al.
Published: (2025-02-01)
Implementasi Convolutional Neural Network Untuk Deteksi Nyeri Bayi Melalui Citra Wajah Dengan YOLO
by: Tomy Abuzairi, et al.
Published: (2021-08-01)
by: Tomy Abuzairi, et al.
Published: (2021-08-01)
Backpropagation Neural Network-Based Machine Learning Model for Prediction of Blood Urea and Glucose in CKD Patients
by: Jivan Parab, et al.
Published: (2021-01-01)
by: Jivan Parab, et al.
Published: (2021-01-01)
Study of YOLOv7 Model Lightweighting Based on Group-Level Pruning
by: Xuemei Bai, et al.
Published: (2024-01-01)
by: Xuemei Bai, et al.
Published: (2024-01-01)
Similar Items
-
Research and Implementation of Millet Ear Detection Method Based on Lightweight YOLOv5
by: Shujin Qiu, et al.
Published: (2023-11-01) -
A Lightweight Crop Pest Detection Algorithm Based on Improved Yolov5s
by: Jing Zhang, et al.
Published: (2023-06-01) -
Real-Time Chinese Chess Piece Character Recognition using Edge AI
by: Ryan Satria Wijaya, et al.
Published: (2025-08-01) -
Autonomous Robot System Based on Room Nameplate Recognition Using YOLOv4 Method on Jetson Nano 2GB
by: Muhammad Pandu Dwi Cahyo, et al.
Published: (2022-04-01) -
Deteksi Helm Keselamatan Menggunakan Jetson Nano dan YOLOv7
by: Hadi Supriyanto, et al.
Published: (2024-02-01)
