YOLOv3-Based Matching Approach for Roof Region Detection from Drone Images
Due to the large data volume, the UAV image stitching and matching suffers from high computational cost. The traditional feature extraction algorithms—such as Scale-Invariant Feature Transform (SIFT), Speeded Up Robust Features (SURF), and Oriented FAST Rotated BRIEF (ORB)—require heavy computation...
| Published in: | Remote Sensing |
|---|---|
| Main Authors: | Chia-Cheng Yeh, Yang-Lang Chang, Mohammad Alkhaleefah, Pai-Hui Hsu, Weiyong Eng, Voon-Chet Koo, Bormin Huang, Lena Chang |
| Format: | Article |
| Language: | English |
| Published: |
MDPI AG
2021-01-01
|
| Subjects: | |
| Online Access: | https://www.mdpi.com/2072-4292/13/1/127 |
Similar Items
Improved YOLOv5: Efficient Object Detection Using Drone Images under Various Conditions
by: Hyun-Ki Jung, et al.
Published: (2022-07-01)
by: Hyun-Ki Jung, et al.
Published: (2022-07-01)
Improving YOLOv7-Tiny for Infrared and Visible Light Image Object Detection on Drones
by: Shuming Hu, et al.
Published: (2023-06-01)
by: Shuming Hu, et al.
Published: (2023-06-01)
Drone Detection Using YOLOv5
by: Burchan Aydin, et al.
Published: (2023-02-01)
by: Burchan Aydin, et al.
Published: (2023-02-01)
YOLOv8-Based Drone Detection: Performance Analysis and Optimization
by: Betul Yilmaz, et al.
Published: (2024-09-01)
by: Betul Yilmaz, et al.
Published: (2024-09-01)
TGC-YOLOv5: An Enhanced YOLOv5 Drone Detection Model Based on Transformer, GAM & CA Attention Mechanism
by: Yuliang Zhao, et al.
Published: (2023-07-01)
by: Yuliang Zhao, et al.
Published: (2023-07-01)
Oil Palm Tree Detection from High Resolution Drone Image Using Convolutional Neural Network
by: Chee CheongLee, et al.
Published: (2019-12-01)
by: Chee CheongLee, et al.
Published: (2019-12-01)
A Small Object Detection Method for Drone-Captured Images Based on Improved YOLOv7
by: Dewei Zhao, et al.
Published: (2024-03-01)
by: Dewei Zhao, et al.
Published: (2024-03-01)
Automated Drone Detection Using YOLOv4
by: Subroto Singha, et al.
Published: (2021-09-01)
by: Subroto Singha, et al.
Published: (2021-09-01)
A YOLOv7-Based Method for Ship Detection in Videos of Drones
by: Quanzheng Wang, et al.
Published: (2024-07-01)
by: Quanzheng Wang, et al.
Published: (2024-07-01)
DCE-YOLOv8: Lightweight and Accurate Object Detection for Drone Vision
by: Jinsu An, et al.
Published: (2024-01-01)
by: Jinsu An, et al.
Published: (2024-01-01)
Real-Time Small Drones Detection Based on Pruned YOLOv4
by: Hansen Liu, et al.
Published: (2021-05-01)
by: Hansen Liu, et al.
Published: (2021-05-01)
Vehicle detection in drone aerial views based on lightweight OSD-YOLOv10
by: Yang Zhang, et al.
Published: (2025-07-01)
by: Yang Zhang, et al.
Published: (2025-07-01)
Improved YOLOv7-Based Algorithm for Detecting Foreign Objects on the Roof of a Subway Vehicle
by: Weijun Wang, et al.
Published: (2023-11-01)
by: Weijun Wang, et al.
Published: (2023-11-01)
Deploying a Computer Vision Model Based on YOLOv8 Suitable for Drones in the Tuna Fishing and Aquaculture Industry
by: Duc-Anh Pham, et al.
Published: (2024-05-01)
by: Duc-Anh Pham, et al.
Published: (2024-05-01)
EDGS-YOLOv8: An Improved YOLOv8 Lightweight UAV Detection Model
by: Min Huang, et al.
Published: (2024-07-01)
by: Min Huang, et al.
Published: (2024-07-01)
Drone identification and location tracking based on YOLOv3
by: Lei TAO, et al.
Published: (2020-04-01)
by: Lei TAO, et al.
Published: (2020-04-01)
Drone High-Rise Aerial Delivery with Vertical Grid Screening
by: Avishkar Seth, et al.
Published: (2023-05-01)
by: Avishkar Seth, et al.
Published: (2023-05-01)
High-Resolution Drone Detection Based on Background Difference and SAG-YOLOv5s
by: Yaowen Lv, et al.
Published: (2022-08-01)
by: Yaowen Lv, et al.
Published: (2022-08-01)
Enhanced Small Drone Detection Using Optimized YOLOv8 With Attention Mechanisms
by: Fatin Najihah Muhamad Zamri, et al.
Published: (2024-01-01)
by: Fatin Najihah Muhamad Zamri, et al.
Published: (2024-01-01)
Ship Detection Based on YOLOv2 for SAR Imagery
by: Yang-Lang Chang, et al.
Published: (2019-04-01)
by: Yang-Lang Chang, et al.
Published: (2019-04-01)
Improved YOLOv8 Object Detection Method for Drone Aerial Images
by: Zhong Shuai, Wang Liping
Published: (2025-06-01)
by: Zhong Shuai, Wang Liping
Published: (2025-06-01)
SIFT-CNN Pipeline in Livestock Management: A Drone Image Stitching Algorithm
by: Houssem R. E. H. Bouchekara, et al.
Published: (2022-12-01)
by: Houssem R. E. H. Bouchekara, et al.
Published: (2022-12-01)
Drone-YOLO: An Efficient Neural Network Method for Target Detection in Drone Images
by: Zhengxin Zhang
Published: (2023-08-01)
by: Zhengxin Zhang
Published: (2023-08-01)
Research on reasonable cutting roof parameters of gob side entry retaining by roof cutting in thick and hard roof
by: Xuhui XU, et al.
Published: (2023-08-01)
by: Xuhui XU, et al.
Published: (2023-08-01)
Comparing YOLOv3, YOLOv4 and YOLOv5 for Autonomous Landing Spot Detection in Faulty UAVs
by: Upesh Nepal, et al.
Published: (2022-01-01)
by: Upesh Nepal, et al.
Published: (2022-01-01)
EXISTING PROBLEMS ANALYZIS OF ORGANIZATIONAL AND TECHNOLOGICAL RELIABILITY OF ROOFING SYSTEMS
by: A. V. Radkevich, et al.
Published: (2015-03-01)
by: A. V. Radkevich, et al.
Published: (2015-03-01)
Drone Detection Using YOLOv5 With GhostNet Backbone and Adaptive Fourier Neural Operator (AFNO 2D)
by: K. Kavin Akash, et al.
Published: (2025-01-01)
by: K. Kavin Akash, et al.
Published: (2025-01-01)
The Effect of Data Augmentation in Deep Learning with Drone Object Detection
by: Ariel Yonatan Alin, et al.
Published: (2023-07-01)
by: Ariel Yonatan Alin, et al.
Published: (2023-07-01)
IDP-YOLOV9: Improvement of Object Detection Model in Severe Weather Scenarios from Drone Perspective
by: Jun Li, et al.
Published: (2024-06-01)
by: Jun Li, et al.
Published: (2024-06-01)
Snake-Based Model for Automatic Roof Boundary Extraction in the Object Space Integrating a High-Resolution Aerial Images Stereo Pair and 3D Roof Models
by: Michelle S. Y. Ywata, et al.
Published: (2021-04-01)
by: Michelle S. Y. Ywata, et al.
Published: (2021-04-01)
Real-Time Detection of Drones Using Channel and Layer Pruning, Based on the YOLOv3-SPP3 Deep Learning Algorithm
by: Xuetao Zhang, et al.
Published: (2022-12-01)
by: Xuetao Zhang, et al.
Published: (2022-12-01)
Evolution of Flat Roofs
by: Şt. Vasiliu
Published: (2009-01-01)
by: Şt. Vasiliu
Published: (2009-01-01)
Double-Shot Transfer Learning for Breast Cancer Classification from X-Ray Images
by: Mohammad Alkhaleefah, et al.
Published: (2020-06-01)
by: Mohammad Alkhaleefah, et al.
Published: (2020-06-01)
Toward Autonomous Field Inspection of CSP Collectors With a Polarimetric Imaging Drone
by: Mo Tian, et al.
Published: (2023-12-01)
by: Mo Tian, et al.
Published: (2023-12-01)
Using Drones for Thermal Imaging Photography and Building 3D Images to Analyze the Defects of Solar Modules
by: Kuo-Chien Liao, et al.
Published: (2022-08-01)
by: Kuo-Chien Liao, et al.
Published: (2022-08-01)
Enhanced YOLOv8-Based Model with Context Enrichment Module for Crowd Counting in Complex Drone Imagery
by: Abdullah N. Alhawsawi, et al.
Published: (2024-11-01)
by: Abdullah N. Alhawsawi, et al.
Published: (2024-11-01)
Solution for Flat Roofs
by: Şt. Vasiliu
Published: (2008-01-01)
by: Şt. Vasiliu
Published: (2008-01-01)
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)
Drone-Assisted Plant Stress Detection Using Deep Learning: A Comparative Study of YOLOv8, RetinaNet, and Faster R-CNN
by: Yousef-Awwad Daraghmi, et al.
Published: (2025-08-01)
by: Yousef-Awwad Daraghmi, et al.
Published: (2025-08-01)
Maritime Small Object Detection Algorithm in Drone Aerial Images Based on Improved YOLOv8
by: Peng Ling, et al.
Published: (2024-01-01)
by: Peng Ling, et al.
Published: (2024-01-01)
Similar Items
-
Improved YOLOv5: Efficient Object Detection Using Drone Images under Various Conditions
by: Hyun-Ki Jung, et al.
Published: (2022-07-01) -
Improving YOLOv7-Tiny for Infrared and Visible Light Image Object Detection on Drones
by: Shuming Hu, et al.
Published: (2023-06-01) -
Drone Detection Using YOLOv5
by: Burchan Aydin, et al.
Published: (2023-02-01) -
YOLOv8-Based Drone Detection: Performance Analysis and Optimization
by: Betul Yilmaz, et al.
Published: (2024-09-01) -
TGC-YOLOv5: An Enhanced YOLOv5 Drone Detection Model Based on Transformer, GAM & CA Attention Mechanism
by: Yuliang Zhao, et al.
Published: (2023-07-01)
