Improved YOLOX-Tiny network for detection of tobacco brown spot disease

Improved YOLOX-Tiny network for detection of tobacco brown spot disease

IntroductionTobacco brown spot disease caused by Alternaria fungal species is a major threat to tobacco growth and yield. Thus, accurate and rapid detection of tobacco brown spot disease is vital for disease prevention and chemical pesticide inputs.MethodsHere, we propose an improved YOLOX-Tiny netw...

Full description

Bibliographic Details
Main Authors:	Jianwu Lin, Dianzhi Yu, Renyong Pan, Jitong Cai, Jiaming Liu, Licai Zhang, Xingtian Wen, Xishun Peng, Tomislav Cernava, Safa Oufensou, Quirico Migheli, Xiaoyulong Chen, Xin Zhang
Format:	Article
Language:	English
Published:	Frontiers Media S.A. 2023-02-01
Series:	Frontiers in Plant Science
Subjects:	object detection tobacco brown spot disease YOLOX-Tiny network hierarchical mixed-scale units convolutional block attention modules
Online Access:	https://www.frontiersin.org/articles/10.3389/fpls.2023.1135105/full

Similar Items

Improved EfficientNet for corn disease identification
by: Jitong Cai, et al.
Published: (2023-09-01)

A two-stage feature aggregation network for multi-category soybean leaf disease identification
by: Renyong Pan, et al.
Published: (2023-09-01)

GrapeNet: A Lightweight Convolutional Neural Network Model for Identification of Grape Leaf Diseases
by: Jianwu Lin, et al.
Published: (2022-06-01)

DFCANet: A Novel Lightweight Convolutional Neural Network Model for Corn Disease Identification
by: Yang Chen, et al.
Published: (2022-11-01)

TO–YOLOX: a pure CNN tiny object detection model for remote sensing images
by: Zhe Chen, et al.
Published: (2023-12-01)

Improving the maize crop row navigation line recognition method of YOLOX
by: Hailiang Gong, et al.
Published: (2024-03-01)

An Improved Soft-YOLOX for Garbage Quantity Identification
by: Junran Lin, et al.
Published: (2022-07-01)

Steel Surface Defect Detection Method Based on Improved YOLOX
by: Chengfei Li, et al.
Published: (2024-01-01)

A Novel FFT_YOLOX Model for Underwater Precious Marine Product Detection
by: Peng Wang, et al.
Published: (2022-07-01)

Object Detection Based on Lightweight YOLOX for Autonomous Driving
by: Qiyi He, et al.
Published: (2023-09-01)

B-YOLOX-S: A Lightweight Method for Underwater Object Detection Based on Data Augmentation and Multiscale Feature Fusion
by: Jun Wang, et al.
Published: (2022-11-01)

The High-Precision Detection Method for Insulators’ Self-Explosion Defect Based on the Unmanned Aerial Vehicle with Improved Lightweight ECA-YOLOX-Tiny Model
by: Chengyin Ru, et al.
Published: (2022-09-01)

ASFL-YOLOX: an adaptive spatial feature fusion and lightweight detection method for insect pests of the Papilionidae family
by: Lijia Xu, et al.
Published: (2023-06-01)

An Industrial Meter Detection Method Based on Lightweight YOLOX-CAlite
by: Shaokai Wu, et al.
Published: (2023-01-01)

Rail Surface Defect Detection Based on Image Enhancement and Improved YOLOX
by: Chunguang Zhang, et al.
Published: (2023-06-01)

Research on an improved fish recognition algorithm based on YOLOX
by: Liu Dongcai, et al.
Published: (2022-01-01)

STrans-YOLOX: Fusing Swin Transformer and YOLOX for Automatic Pavement Crack Detection
by: Hui Luo, et al.
Published: (2023-02-01)

Detection and Recognition of Spatial Non-Cooperative Objects Based on Improved YOLOX_L
by: Han Ai, et al.
Published: (2022-10-01)

A Domestic Trash Detection Model Based on Improved YOLOX
by: Changhong Liu, et al.
Published: (2022-09-01)

A Foreign Object Detection Method for Belt Conveyors Based on an Improved YOLOX Model
by: Rongbin Yao, et al.
Published: (2023-08-01)

Enhanced pothole detection system using YOLOX algorithm
by: Mohan Prakash B, et al.
Published: (2022-08-01)

Hierarchical Detection of <i>Gastrodia elata</i> Based on Improved YOLOX
by: Xingwei Duan, et al.
Published: (2023-05-01)

Detection of Citrus Psyllid Based on Improved YOLOX Model
by: Haiman WANG, et al.
Published: (2022-11-01)

Tea Bud Recognition Method Based on Improved YOLOX Model
by: Long YU, et al.
Published: (2022-07-01)

Improved Algorithm for Insulator and Its Defect Detection Based on YOLOX
by: Gujing Han, et al.
Published: (2022-08-01)

A bullet recognition algorithm based on improved YOLOX
by: Jie Hu, et al.
Published: (2023-07-01)

A Real-Time Detection Algorithm for Sweet Cherry Fruit Maturity Based on YOLOX in the Natural Environment
by: Zhiyong Li, et al.
Published: (2022-10-01)

A Novel UAV Visual Positioning Algorithm Based on A-YOLOX
by: Ying Xu, et al.
Published: (2022-11-01)

YOLOX++ for Transmission Line Abnormal Target Detection
by: Zhongqin Bi, et al.
Published: (2023-01-01)

Analyzing Performance of YOLOx for Detecting Vehicles in Bad Weather Conditions
by: Imran Ashraf, et al.
Published: (2024-01-01)

Crack Location and Degree Detection Method Based on YOLOX Model
by: Linlin Wang, et al.
Published: (2022-12-01)

Lightweight Detection Algorithm of Kiwifruit Based on Improved YOLOX-S
by: Junchi Zhou, et al.
Published: (2022-07-01)

Identification of Grape Diseases Based on Improved YOLOXS
by: Chaoxue Wang, et al.
Published: (2023-05-01)

LA_YOLOx: Effective Model to Detect the Surface Defects of Insulative Baffles
by: Quanyang Li, et al.
Published: (2023-04-01)

A Real-Time Apple Targets Detection Method for Picking Robot Based on ShufflenetV2-YOLOX
by: Wei Ji, et al.
Published: (2022-06-01)

Research on Apple Object Detection and Localization Method Based on Improved YOLOX and RGB-D Images
by: Tiantian Hu, et al.
Published: (2023-07-01)

Underwater Small Target Detection Based on YOLOX Combined with MobileViT and Double Coordinate Attention
by: Yan Sun, et al.
Published: (2023-06-01)

Rapid Detection of Wheat Ears in Orthophotos From Unmanned Aerial Vehicles in Fields Based on YOLOX
by: Yao Zhaosheng, et al.
Published: (2022-04-01)

Arthropod Taxonomy Orders Object Detection in ArTaxOr dataset using YOLOX
by: Fatma M. A. Mazen
Published: (2023-09-01)

CF-YOLOX: An Autonomous Driving Detection Model for Multi-Scale Object Detection
by: Shuiye Wu, et al.
Published: (2023-04-01)