YOLO-LSD: A lightweight scale dynamic model for tiny pest detection in tea plantations

The tea green leafhopper (Empoasca pirisuga Matumura), a tiny pest of tea plantations, is a small target in the board's trapping image, while the complex environment of the tea plantation and the changing light conditions easily interfere with the model's judgment. This study presents YOLO...

Full description

Bibliographic Details
Published in:	Smart Agricultural Technology
Main Authors:	Lin Zhu, Weijie Peng, Li Zhou, Xiuxiu Xu, Zhihan Wang, Zhiwei Chen, Hewei Meng, Chunwang Dong
Format:	Article
Language:	English
Published:	Elsevier 2025-12-01
Subjects:	Tiny pest detection YOLO-LSD Lightweight Scale-dynamic attention mechanism
Online Access:	http://www.sciencedirect.com/science/article/pii/S2772375525007051

Similar Items

HFC-YOLO11: A Lightweight Model for the Accurate Recognition of Tiny Remote Sensing Targets
by: Jinyin Bai, et al.
Published: (2025-05-01)

SRNet-YOLO: A model for detecting tiny and very tiny pests in cotton fields based on super-resolution reconstruction
by: Sen Yang, et al.
Published: (2024-08-01)

YOLO-FDLU: A Lightweight Improved YOLO11s-Based Algorithm for Accurate Maize Pest and Disease Detection
by: Bin Li, et al.
Published: (2025-10-01)

LP-YOLO: A Lightweight Object Detection Network Regarding Insect Pests for Mobile Terminal Devices Based on Improved YOLOv8
by: Yue Yu, et al.
Published: (2024-08-01)

Yolo-Pest: An Insect Pest Object Detection Algorithm via CAC3 Module
by: Qiuchi Xiang, et al.
Published: (2023-03-01)

Tea Tree Pest Detection Algorithm Based on Improved Yolov7-Tiny
by: Zijia Yang, et al.
Published: (2023-05-01)

Lightweight Transmission Line Fault Detection Method Based on Leaner YOLOv7-Tiny
by: Qingyan Wang, et al.
Published: (2024-01-01)

Driver distraction detection based on lightweight networks and tiny object detection
by: Zhiqin Zhu, et al.
Published: (2023-09-01)

Lightweight Barcode Positioning Algorithm Based on YOLO Model
by: Chaochao Li, et al.
Published: (2024-01-01)

Comparison of YOLOv3-tiny and YOLOv4-tiny in the Implementation Handgun, Shotgun, and Rifle Detection Using Raspberry Pi 4B
by: Faris zulkarnain S. Hi. Rauf, et al.
Published: (2024-08-01)

GBiDC-PEST: A novel lightweight model for real-time multiclass tiny pest detection and mobile platform deployment
by: Weiyue Xu, et al.
Published: (2025-07-01)

YOLO-LSD: A Lightweight Object Detection Model for Small Targets at Long Distances to Secure Pedestrian Safety
by: Ming-An Chung, et al.
Published: (2025-01-01)

TinyJAMBU Hardware Implementation for Low Power
by: Carlos Fernandez-Garcia, et al.
Published: (2024-01-01)

RL-Net: a rapid and lightweight network for detecting tiny vehicle targets in remote sensing images
by: Yaoyao Du, et al.
Published: (2025-06-01)

The Role of LSD1 and LSD2 in Cancers of the Gastrointestinal System: An Update
by: Gianluca Malagraba, et al.
Published: (2022-03-01)

TinyFallNet: A Lightweight Pre-Impact Fall Detection Model
by: Bummo Koo, et al.
Published: (2023-10-01)

YOLO-PEL: The Efficient and Lightweight Vehicle Detection Method Based on YOLO Algorithm
by: Zhi Wang, et al.
Published: (2025-03-01)

MFF-YOLO: A lightweight road damage detection algorithm based on multiscale feature fusion
by: HOU Tao, et al.
Published: (2024-01-01)

YOLO-TS: A Lightweight YOLO Model for Traffic Sign Detection
by: Yunxiang Liu, et al.
Published: (2024-01-01)

YOLO-PowerLite: A Lightweight YOLO Model for Transmission Line Abnormal Target Detection
by: Chuanyao Liu, et al.
Published: (2024-01-01)

Improved YOLOv4-Tiny Lightweight Target Detection Algorithm
by: HE Xiangjie, SONG Xiaoning
Published: (2024-01-01)

Research on a Target Detection Algorithm for Common Pests Based on an Improved YOLOv7-Tiny Model
by: He Gong, et al.
Published: (2024-12-01)

TTPRNet: A Real-Time and Precise Tea Tree Pest Recognition Model in Complex Tea Garden Environments
by: Yane Li, et al.
Published: (2024-09-01)

YOLO-WAS: A Lightweight Apple Target Detection Method Based on Improved YOLO11
by: Xinwu Du, et al.
Published: (2025-07-01)

SOD-YOLO: A lightweight small object detection framework
by: Yunze Xiao, et al.
Published: (2024-10-01)

A YOLO-Based Model for Detecting Stored-Grain Insects on Surface of Grain Bulks
by: Xueyan Zhu, et al.
Published: (2025-02-01)

Light-YOLO: A Lightweight and Efficient YOLO-Based Deep Learning Model for Mango Detection
by: Zhengyang Zhong, et al.
Published: (2024-01-01)

YOLO-LCE: A Lightweight YOLOv8 Model for Agricultural Pest Detection
by: Xinyu Cen, et al.
Published: (2025-08-01)

MS-YOLO: A Lightweight and High-Precision YOLO Model for Drowning Detection
by: Qi Song, et al.
Published: (2024-10-01)

An improved tiny YOLO v3 rapid recognition model for coal-gangue
by: ZHENG Daoneng
Published: (2023-04-01)

YOLO-GCOF: A Lightweight Low-Altitude Drone Detection Model
by: Wanjun Yu, et al.
Published: (2025-01-01)

Enhanced Lightweight YOLO Model for Efficient Vehicle Detection in Satellite Imagery
by: Mohamad Haniff Junos, et al.
Published: (2025-06-01)

YOLO-LFPD: A Lightweight Method for Strip Surface Defect Detection
by: Jianbo Lu, et al.
Published: (2024-10-01)

MDP-YOLO: A LIGHTWEIGHT YOLOV5S ALGORITHM FOR MULTI-SCALE PEST DETECTION
by: Jianghua Yu, et al.
Published: (2023-12-01)

Real-Time Detection and Location of Potted Flowers Based on a ZED Camera and a YOLO V4-Tiny Deep Learning Algorithm
by: Jizhang Wang, et al.
Published: (2021-12-01)

On the Security Margin of TinyJAMBU with Refined Differential and Linear Cryptanalysis
by: Dhiman Saha, et al.
Published: (2020-09-01)

Lightweight Detection of Broccoli Heads in Complex Field Environments Based on LBDC-YOLO
by: Zhiyu Zuo, et al.
Published: (2024-10-01)

Real-time and lightweight detection of grape diseases based on Fusion Transformer YOLO
by: Yifan Liu, et al.
Published: (2024-02-01)

SMC-YOLO: A High-Precision Maize Insect Pest-Detection Method
by: Qinghao Wang, et al.
Published: (2025-01-01)

Pineapple Detection with YOLOv7-Tiny Network Model Improved via Pruning and a Lightweight Backbone Sub-Network
by: Jiehao Li, et al.
Published: (2024-07-01)