Cargando…

Agricultural Greenhouses Detection in High-Resolution Satellite Images Based on Convolutional Neural Networks: Comparison of Faster R-CNN, YOLO v3 and SSD

Agricultural greenhouses (AGs) are an important facility for the development of modern agriculture. Accurately and effectively detecting AGs is a necessity for the strategic planning of modern agriculture. With the advent of deep learning algorithms, various convolutional neural network (CNN)-based...

Descripción completa

Detalles Bibliográficos
Autores principales:	Li, Min, Zhang, Zhijie, Lei, Liping, Wang, Xiaofan, Guo, Xudong
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	MDPI 2020
Materias:	Article
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7506698/ https://www.ncbi.nlm.nih.gov/pubmed/32878345 http://dx.doi.org/10.3390/s20174938

Ejemplares similares

SSD vs. YOLO for Detection of Outdoor Urban Advertising Panels under Multiple Variabilities
por: Morera, Ángel, et al.
Publicado: (2020)

Comparison of RetinaNet, SSD, and YOLO v3 for real-time pill identification
por: Tan, Lu, et al.
Publicado: (2021)

Sea Mine Detection Framework Using YOLO, SSD and EfficientDet Deep Learning Models
por: Munteanu, Dan, et al.
Publicado: (2022)

Automated liver tumor detection in abdominal ultrasonography with a modified faster region-based convolutional neural networks (Faster R-CNN) architecture
por: Karako, Kenji, et al.
Publicado: (2022)

Deep Convolutional Neural Network for Mapping Smallholder Agriculture Using High Spatial Resolution Satellite Image
por: Xie, Bin, et al.
Publicado: (2019)

Tomato Anomalies Detection in Greenhouse Scenarios Based on YOLO-Dense
por: Wang, Xuewei, et al.
Publicado: (2021)

Crack Detection and Comparison Study Based on Faster R-CNN and Mask R-CNN
por: Xu, Xiangyang, et al.
Publicado: (2022)

SVA-SSD: saliency visual attention single shot detector for building detection in low contrast high-resolution satellite images
por: Shahin, Ahmed I., et al.
Publicado: (2021)

NSD-SSD: A Novel Real-Time Ship Detector Based on Convolutional Neural Network in Surveillance Video
por: Sun, Jiuwu, et al.
Publicado: (2021)

Segmentation and Phenotype Calculation of Rapeseed Pods Based on YOLO v8 and Mask R-Convolution Neural Networks
por: Wang, Nan, et al.
Publicado: (2023)

Tomato Diseases and Pests Detection Based on Improved Yolo V3 Convolutional Neural Network
por: Liu, Jun, et al.
Publicado: (2020)

Detection and classification of COVID-19 by using faster R-CNN and mask R-CNN on CT images
por: Sahin, M. Emin, et al.
Publicado: (2023)

An OpenCL-Based FPGA Accelerator for Faster R-CNN
por: An, Jianjing, et al.
Publicado: (2022)

HiCNN2: Enhancing the Resolution of Hi-C Data Using an Ensemble of Convolutional Neural Networks
por: Liu, Tong, et al.
Publicado: (2019)

Deepfake video detection: YOLO-Face convolution recurrent approach
por: Ismail, Aya, et al.
Publicado: (2021)

Chimney Detection Based on Faster R-CNN and Spatial Analysis Methods in High Resolution Remote Sensing Images
por: Han, Chunming, et al.
Publicado: (2020)

R-YOLO: A YOLO-Based Method for Arbitrary-Oriented Target Detection in High-Resolution Remote Sensing Images
por: Hou, Yongjie, et al.
Publicado: (2022)

An automatic identification system for citrus greening disease (Huanglongbing) using a YOLO convolutional neural network
por: Qiu, Rong-Zhou, et al.
Publicado: (2022)

Ship Fire Detection Based on an Improved YOLO Algorithm with a Lightweight Convolutional Neural Network Model
por: Wu, Huafeng, et al.
Publicado: (2022)

Electrocardiogram Classification Based on Faster Regions with Convolutional Neural Network
por: Ji, Yinsheng, et al.
Publicado: (2019)

Top Quark Tagging Using Convolutional Neural Network (CNN)
por: Beshr, Aya
Publicado: (2019)

CNN-MGP: Convolutional Neural Networks for Metagenomics Gene Prediction
por: Al-Ajlan, Amani, et al.
Publicado: (2018)

Application of Convolutional Neural Network (CNN) to Recognize Ship Structures
por: Lim, Jae-Jun, et al.
Publicado: (2022)

HiCNN: a very deep convolutional neural network to better enhance the resolution of Hi-C data
por: Liu, Tong, et al.
Publicado: (2019)

Pneumonia Detection Using an Improved Algorithm Based on Faster R-CNN
por: Yao, Shangjie, et al.
Publicado: (2021)

Improvement of Lightweight Convolutional Neural Network Model Based on YOLO Algorithm and Its Research in Pavement Defect Detection
por: Du, Fu-Jun, et al.
Publicado: (2022)

Improved Handwritten Digit Recognition Using Convolutional Neural Networks (CNN)
por: Ahlawat, Savita, et al.
Publicado: (2020)

SSD-TSEFFM: New SSD Using Trident Feature and Squeeze and Extraction Feature Fusion
por: Hwang, Young-Joon, et al.
Publicado: (2020)

SSD-EMB: An Improved SSD Using Enhanced Feature Map Block for Object Detection
por: Choi, Hong-Tae, et al.
Publicado: (2021)

CNN-CNN: Dual Convolutional Neural Network Approach for Feature Selection and Attack Detection on Internet of Things Networks
por: Alabsi, Basim Ahmad, et al.
Publicado: (2023)

Growth monitoring of greenhouse lettuce based on a convolutional neural network
por: Zhang, Lingxian, et al.
Publicado: (2020)

Faster R-CNN for Robust Pedestrian Detection Using Semantic Segmentation Network
por: Liu, Tianrui, et al.
Publicado: (2018)

Improved Faster R-CNN Based Surface Defect Detection Algorithm for Plates
por: Xia, Baizhan, et al.
Publicado: (2022)

Design of Faster R-CNN-Based Fault Detection Method for Subway Vehicles
por: Ma, Hanlin, et al.
Publicado: (2022)

Wafer Surface Defect Detection Based on Background Subtraction and Faster R-CNN
por: Zheng, Jiebing, et al.
Publicado: (2023)

An Innovative Faster R-CNN-Based Framework for Breast Cancer Detection in MRI
por: Raimundo, João Nuno Centeno, et al.
Publicado: (2023)

Terahertz Image Detection with the Improved Faster Region-Based Convolutional Neural Network
por: Zhang, Jinsong, et al.
Publicado: (2018)

Evaluating the Single-Shot MultiBox Detector and YOLO Deep Learning Models for the Detection of Tomatoes in a Greenhouse
por: Magalhães, Sandro Augusto, et al.
Publicado: (2021)

SteganoCNN: Image Steganography with Generalization Ability Based on Convolutional Neural Network
por: Duan, Xintao, et al.
Publicado: (2020)

Driver Fatigue Detection Based on Convolutional Neural Networks Using EM-CNN
por: Zhao, Zuopeng, et al.
Publicado: (2020)

Cannot write session to /tmp/vufind_sessions/sess_ilhq2lbp7am7kqgt69tnmkvako