Automatic Meter Reading from UAV Inspection Photos in the Substation by Combining YOLOv5s and DeeplabV3+

Automatic Meter Reading from UAV Inspection Photos in the Substation by Combining YOLOv5s and DeeplabV3+

The combination of unmanned aerial vehicles (UAVs) and artificial intelligence is significant and is a key topic in recent substation inspection applications; and meter reading is one of the challenging tasks. This paper proposes a method based on the combination of YOLOv5s object detection and Deep...

Πλήρης περιγραφή

Λεπτομέρειες βιβλιογραφικής εγγραφής
Κύριοι συγγραφείς:	Guanghong Deng, Tongbin Huang, Baihao Lin, Hongkai Liu, Rui Yang, Wenlong Jing
Μορφή:	Άρθρο
Γλώσσα:	English
Έκδοση:	MDPI AG 2022-09-01
Σειρά:	Sensors
Θέματα:	object detection image segmentation YOLOv5s Deeplabv3+ meter reading
Διαθέσιμο Online:	https://www.mdpi.com/1424-8220/22/18/7090

Παρόμοια τεκμήρια

Design of Command and Dispatch System for Automatic Reading of Meter Images in Substations by UAV Inspection Photos
ανά: Guanghong Deng, κ.ά.
Έκδοση: (2024-01-01)

Combining YOLOv7-SPD and DeeplabV3+ for Detection of Residual Film Remaining on Farmland
ανά: Deqi Huang, κ.ά.
Έκδοση: (2024-01-01)

Pointer Meter Recognition Method Based on Yolov7 and Hough Transform
ανά: Chuanlei Zhang, κ.ά.
Έκδοση: (2023-07-01)

Intelligent Detection of Rebar Size and Position Using Improved DeeplabV3+
ανά: Wei Chen, κ.ά.
Έκδοση: (2023-10-01)

Research on Crack Width Measurement Based on Binocular Vision and Improved DeeplabV3+
ανά: Chaoxin Chen, κ.ά.
Έκδοση: (2023-02-01)

Recognition Method of Digital Meter Readings in Substation Based on Connected Domain Analysis Algorithm
ανά: Ziyuan Zhang, κ.ά.
Έκδοση: (2021-07-01)

Real-Time Object Detection from UAV Inspection Videos by Combining YOLOv5s and DeepStream
ανά: Shidun Xie, κ.ά.
Έκδοση: (2024-06-01)

LM-DeeplabV3+: A Lightweight Image Segmentation Algorithm Based on Multi-Scale Feature Interaction
ανά: Xinyu Hou, κ.ά.
Έκδοση: (2024-02-01)

Cloud Detection Method Based on Improved DeeplabV3+ Remote Sensing Image
ανά: Jianguo Qian, κ.ά.
Έκδοση: (2024-01-01)

An Improved YOLOv7-Based Model for Real-Time Meter Reading with PConv and Attention Mechanisms
ανά: Xiancheng Peng, κ.ά.
Έκδοση: (2024-05-01)

A Framework Integrating DeeplabV3+, Transfer Learning, Active Learning, and Incremental Learning for Mapping Building Footprints
ανά: Zhichao Li, κ.ά.
Έκδοση: (2022-09-01)

DEDNet: Dual-Encoder DeeplabV3+ Network for Rock Glacier Recognition Based on Multispectral Remote Sensing Image
ανά: Lujun Lin, κ.ά.
Έκδοση: (2024-07-01)

Light-Weight Cloud Detection Network for Optical Remote Sensing Images with Attention-Based DeeplabV3+ Architecture
ανά: Xudong Yao, κ.ά.
Έκδοση: (2021-09-01)

Feasibility study for replacing in-house electricity meters of industrial consumers by in- substation meters /
ανά: 302849 Mohd. Rizal Abd. Malek
Έκδοση: (2003)

DCN-Deeplabv3+: A Novel Road Segmentation Algorithm Based on Improved Deeplabv3+
ανά: Hongming Peng, κ.ά.
Έκδοση: (2024-01-01)

Lightweight Meter Pointer Recognition Method Based on Improved YOLOv5
ανά: Chi Zhang, κ.ά.
Έκδοση: (2024-02-01)

Research on Digital Meter Reading Method of Inspection Robot Based on Deep Learning
ανά: Wenwei Lin, κ.ά.
Έκδοση: (2023-06-01)

Semantic segmentation for tooth cracks using improved DeepLabv3+ model
ανά: Zewen Xie, κ.ά.
Έκδοση: (2024-02-01)

Automatic Recognition Reading Method of Pointer Meter Based on YOLOv5-MR Model
ανά: Le Zou, κ.ά.
Έκδοση: (2023-07-01)

Building extraction method for aerial images based on DeepLabv3+ semantic segmentation
ανά: LIAO Yuanhui, WANG Jingdong, LI Haoran, YANG Heng
Έκδοση: (2024-12-01)

Deforestation Detection in the Amazon Using DeepLabv3+ Semantic Segmentation Model Variants
ανά: Renan Bides de Andrade, κ.ά.
Έκδοση: (2022-09-01)

A Novel Object Detection Method of Pointer Meter Based on Improved YOLOv4-Tiny
ανά: Wenliang Xu, κ.ά.
Έκδοση: (2023-03-01)

The research on landslide detection in remote sensing images based on improved DeepLabv3+ method
ανά: Yong Li
Έκδοση: (2025-03-01)

Accurate Segmentation of Tilapia Fish Body Parts Based on Deeplabv3+ for Advancing Phenotyping Applications
ανά: Guofu Feng, κ.ά.
Έκδοση: (2023-08-01)

Cattle Target Segmentation Method in Multi-Scenes Using Improved DeepLabV3+ Method
ανά: Tao Feng, κ.ά.
Έκδοση: (2023-08-01)

Bridge Crack Semantic Segmentation Based on Improved Deeplabv3+
ανά: Huixuan Fu, κ.ά.
Έκδοση: (2021-06-01)

Method for Segmentation of Litchi Branches Based on the Improved DeepLabv3+
ανά: Jiaxing Xie, κ.ά.
Έκδοση: (2022-11-01)

Tea Sprout Picking Point Identification Based on Improved DeepLabV3+
ανά: Chunyu Yan, κ.ά.
Έκδοση: (2022-10-01)

A new method based on YOLOv5 and multiscale data augmentation for visual inspection in substation
ανά: Junjie Chen, κ.ά.
Έκδοση: (2024-04-01)

Road Recognition Method of Photovoltaic Plant Based on Improved DeepLabv3+
ανά: LI Cuiming, WANG Hua, XU Longer, WANG Long
Έκδοση: (2024-05-01)

An Identification Method for Mixed Coal Vitrinite Components Based on An Improved DeepLabv3+ Network
ανά: Fujie Wang, κ.ά.
Έκδοση: (2024-07-01)

Extracting Citrus in Southern China (Guangxi Region) Based on the Improved DeepLabV3+ Network
ανά: Hao Li, κ.ά.
Έκδοση: (2023-12-01)

Assessing the Impact of the Loss Function and Encoder Architecture for Fire Aerial Images Segmentation Using Deeplabv3+
ανά: Houda Harkat, κ.ά.
Έκδοση: (2022-04-01)

Method for Segmentation of Banana Crown Based on Improved DeepLabv3+
ανά: Junyu He, κ.ά.
Έκδοση: (2023-07-01)

Automatic Meter Reading of Electric Energy Meter
ανά: Mohammed Nsaif Mustafa
Έκδοση: (2022-12-01)

Application research of UAV infrared diagnosis technology in intelligent inspection of substations
ανά: Daqi Tian, κ.ά.
Έκδοση: (2024-07-01)

Fatigue Crack Detection Based on Semantic Segmentation Using DeepLabV3+ for Steel Girder Bridges
ανά: Xuejun Jia, κ.ά.
Έκδοση: (2024-09-01)

Determining Strawberries’ Varying Maturity Levels by Utilizing Image Segmentation Methods of Improved DeepLabV3+
ανά: Changqing Cai, κ.ά.
Έκδοση: (2022-08-01)

Liver Tumor Localization Based on YOLOv3 and 3D-Semantic Segmentation Using Deep Neural Networks
ανά: Javaria Amin, κ.ά.
Έκδοση: (2022-03-01)

HAWKERS’ SATISFACTION WITH A LOCAL AUTHORITY WATER METER READING MANAGEMENT
ανά: Nor Azilah Husin, κ.ά.
Έκδοση: (2022-01-01)