Remote Sensing Object Detection
Recent work focuses on small, dense, oriented, and multimodal targets in satellite imagery, including aircraft, ships, land cover, and multispectral scenes.
YOLOv5/v7/v11OBB detectionDeepSORTMultisource fusion
Research Overview
Detection, tracking, registration, pose estimation, fusion, control, and system-level validation.
Aerospace Intelligent Perception
Publications, patents, and academic records
Publications, patents, and academic records
Remote Sensing Detection
Aircraft, ships, land cover, small targets, oriented boxes.
Space Target Perception
Spacecraft pose, GEO targets, satellite edge intelligence.
Visual Tracking
Range imaging, optical measurement, online learning.
Autonomous Systems
Mission management, behavior trees, pursuit-evasion control.
Space Target and Satellite Perception
Publications cover spacecraft pose estimation, weak target extraction, satellite-based imaging, edge computing, and intelligent satellite task execution.
Pose estimationKeypointsKalman filteringLEO systems
Optical Measurement and Visual Tracking
Earlier work established methods for range optical image interpretation, flying target tracking, visual navigation, and online tracking-by-segmentation.
Optical measurementOnline learningFeature localizationImage interpretation
Autonomous Control and Mission Systems
The research record extends from perception algorithms to autonomous mission management, multi-satellite pursuit-evasion, and collaborative sensing systems.
Mission autonomyBehavior treesSatellite schedulingSystem simulation
Selected Publications
MAK-BRNet
Multi-scale adaptive kernel and boundary refinement network for remote sensing object detection.
SPOD-YOLO
Modular detection framework for small and oriented aircraft in satellite remote sensing imagery.
FFCA-YOLO
Small object detection method for complex remote sensing images.
DAKBNet
Dynamic assembly kernels and bilateral feature enhancement for land use classification.
Sparse Single-Pixel Imaging
Optimization in nonuniform sampling sparsity for sparse single-pixel imaging.
Real-Time Optical Tracking
Optical tracking and measurement processing system for flying targets.
Complete Bibliography
2026
MAK-BRNet: Multi-Scale Adaptive Kernel and Boundary Refinement Network for Remote Sensing Object Detection
Ge Niu, Xiaolong Yang, Xinhui Wang, Yong Liu, Lu Cao, Erwei Yin, Pengyu Guo. Applied Sciences, 2026, 16(1): 522.
2025
SPOD-YOLO: A Modular Approach for Small and Oriented Aircraft Detection in Satellite Remote Sensing Imagery
Jiajian Chen, Pengyu Guo, Yong Liu, Lu Cao, Dechao Ran, Kai Wang, Wei Hu, Liyang Wan. Remote Sensing, 2025, 17: Article 3963, 1-26.
2025
Diffusion Mechanism and Knowledge Distillation Object Detection in Multimodal Remote Sensing Imagery
Chenke Yue, Yin Zhang, Junhua Yan, Zhaolong Luo, Yong Liu, Pengyu Guo. IEEE Transactions on Geoscience and Remote Sensing, 2025, 63: 1-14.
2025
DAKBNet: Multi-Scale Fusion with Dynamic Assembly Kernels and Bilateral Feature Enhancement for Land Use Classification of Remote Sensing Images
Chenke Yue, Yin Zhang, Junhua Yan, Zhaolong Luo, Yong Liu, Pengyu Guo. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2025, 18: 7117-7133.
2025
Multi-Spectral Satellite Imagery Dataset Based on Sentinel-2 for Change Detection Task
Pengyu Guo, Mengqiu Xu, Weili Yang, Yong Liu, Xinhui Wang. 2025 6th International Conference on Computer Vision, Image and Deep Learning, 2025: 423-428.
2024
OPT-SAR-MS2Net: A Multi-Source Multi-Scale Siamese Network for Land Object Classification Using Remote Sensing Images
Wei Hu, Xinhui Wang, Feng Zhan, Lu Cao, Yong Liu, Weili Yang, Mingjiang Ji, Ling Meng, Pengyu Guo, Zhi Yang, Yuhang Liu. Remote Sensing, 2024, 16(11): 1850.
2024
FFCA-YOLO for Small Object Detection in Remote Sensing Images
Yin Zhang, Mu Ye, Guiyi Zhu, Yong Liu, Pengyu Guo, Junhua Yan. IEEE Transactions on Geoscience and Remote Sensing, 2024, 62: 1-16.
2024
SemiPSCN: Polarization Semantic Constraint Network for Semi-Supervised Segmentation in Large-Scale and Complex-Valued PolSAR Images
Xuan Zeng, Zhirui Wang, Yuelei Wang, Xuee Rong, Pengyu Guo, Xin Gao, Xian Sun. IEEE Transactions on Geoscience and Remote Sensing, 2024, 62: 1-18.
2024
Keypoints Filtrating Nonlinear Refinement in Spatial Target Pose Estimation with Deep Learning
Lijun Zhong, Shengpeng Chen, Zhi Jin, Pengyu Guo, Xia Yang. IEEE Transactions on Industrial Informatics, 2024, 20(11): 12523-12532.
2024
Airport Aircraft Target Tracking Method Based on Joint Surveillance of Low Earth Orbit Satellites
Jiajian Chen, Yong Liu, Pengyu Guo, Lu Cao, Xinhui Wang, Ling Meng. Spacecraft Recovery and Remote Sensing, 2024, 45(6): 70-81.
2024
Land-Cover Classification Method for Multispectral Satellite Remote Sensing Imagery Based on Improved YOLOv5
Yong Liu, Weili Yang, Pengyu Guo, Lu Cao, Xinhui Wang, Ling Meng, Weidong Zhao. Spacecraft Recovery and Remote Sensing, 2024, 45(6): 113-123.
2024
Multi-Satellite Orbital Pursuit-Evasion Game Method Based on Behavior Trees
Hao Su, Mingjiang Ji, Pengyu Guo, Lu Cao. Intelligent Security, 2024, 3(3): 82-91.
2023
SCFNet: Semantic Correction and Focus Network for Remote Sensing Image Object Detection
Chenke Yue, Junhua Yan, Yin Zhang, Zhaolong Luo, Yong Liu, Pengyu Guo. Expert Systems with Applications, 2023, 224: 119980.
2023
Sparse Single-Pixel Imaging via Optimization in Nonuniform Sampling Sparsity
Rong Yan, Daoyu Li, Xinrui Zhan, Xuyang Chang, Jun Yan, Pengyu Guo, Liheng Bian. Optics Letters, 2023, 48(23): 6255-6258.
2023
Visible and Infrared Remote Sensing Image Registration Based on VoxelMorph
Peng Dang, Ling Meng, Yong Liu, Xinhui Wang, Pengyu Guo. Intelligent Security, 2023, 2(3): 68-75.
2023
Ship Target Detection Based on Visible and Infrared Satellite Image Fusion
Weidong Zhao, Pengyu Guo, Yong Liu, Lu Cao, Weili Yang, Mingjiang Ji. Aerospace Shanghai, 2023, 40(1): 44-52.
2022
Masked Autoencoder for Highly Compressed Single-Pixel Imaging
Haiyan Liu, Xuyang Chang, Jun Yan, Pengyu Guo, Dong Xu, Liheng Bian. ISA Transactions, 2022, 124: 326-337.
2022
A Higher-Order Robust Correlation Kalman Filter for Satellite Attitude Estimation
Xiaoqian Chen, Lu Cao, Pengyu Guo, Bing Xiao. ISA Transactions, 2022, 124: 326-337.
2022
Space-Based Edge Computing System Design and Key Technologies
Fei Zhang, Xiaoqian Chen, Lu Cao, Jiangyi Qin, Min Tang, Pengyu Guo, Dechao Ran. Aerospace Shanghai, 2022, 39(4): 139-146.
2021
Graph-Based Horizon Line Detection for UAV Navigation
Yong Xu, Hongtao Yan, Yue Ma, Pengyu Guo. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2021, 14: 11683-11698.
2021
Adaptive Clustering-Based Marine Radar Sea Clutter Normalization
Yong Xu, Tao Jia, Dong Cao, Pengyu Guo, Yue Mao, Hongtao Yan. Journal of Sensors, 2021, 2021(1).
2021
An Automatic 3D Point Cloud Registration Method Based on Biological Vision
Jinbo Liu, Pengyu Guo, Xiaoliang Sun. Applied Sciences, 2021, 11(10): 4538.
2021
Developments of Attitude Determination and Control System of Microsats: A Survey
Liang He, Wenjie Ma, Pengyu Guo, Tao Sheng. Journal of Systems and Control Engineering, 2021, 235(10): 1733-1750.
2021
Intersection-Point Detection Method Based on Gradient Histograms
Jinbo Liu, Pengyu Guo, Xin Li. Journal of National University of Defense Technology, 2021, 43(1): 33-40.
2021
Ship Target Detection Based on an Attention-Mechanism Feature Reconstruction Network
Ge Niu, Xiaoqian Chen, Mingjiang Ji, Pengyu Guo, Yong Liu, Dechao Ran. Aerospace Shanghai, 2021, 38(4): 128-136.
2021
Information Fusion of GF-1 and GF-4 Satellite Imagery for Ship Surveillance
Yong Liu, Pengyu Guo, Lu Cao, Mingjiang Ji, Libo Yao. IEEE International Geoscience and Remote Sensing Symposium, 2021: 5044-5047.
2019
Adaptive Background Mixture Model with Spatio-Temporal Samples
Pengyu Guo, Xiaozhou Zhu, Hui Zhang, Xiaohu Zhang. Optik - International Journal for Light and Electron Optics, 2019, 183: 433-440.
2019
Detection Method for Color Structured-Light Stripes Based on Hierarchical Clustering
Jinbo Liu, Pengyu Guo, Yue Wu, Wei Chen. Laser and Optoelectronics Progress, 2019, 56(22): 221201-1-221201-7.
2019
Maritime Target Information Fusion Based on Joint High- and Low-Orbit Satellite Surveillance
Yong Liu, Lu Cao, Pengyu Guo, Xiaohui Liu. Sixth Annual Conference on High-Resolution Earth Observation, 2019.
2016
Runway-Based Visual Navigation Information Analysis
Hongliang Zhang, Pengyu Guo. Journal of Projectiles, Rockets, Missiles and Guidance, 2016, 36(5): 150-154.
2016
Performance Evaluation of Camera Attitude Estimation Algorithms Based on Point Correspondence
Jinbo Liu, Pengyu Guo, Xin Li, Xiaohu Zhang. Acta Optica Sinica, 2016, 36(5): 0515002.
2016
Cramer-Rao Lower Bound for Camera Pose Estimation Under Mirror-Aided Field-of-View Conditions
Gang Wang, Pengyu Guo, Yang Shang, Xin Li, Xiaohu Zhang. Journal of Experimental Mechanics, 2016, 31(1): 39-46.
2015
Online Mixture of Random Naive Bayes Tracker Combining Texture and Shape Features
Pengyu Guo, Ang Su, Hongliang Zhang, Xiaohu Zhang, Qifeng Yu. Acta Optica Sinica, 2015, 35(3): 0315002-1-11.
2015
An Area-Based Position and Attitude Estimation for Unmanned Aerial Vehicle Navigation
Xiaochun Liu, Wang Hou, Dan Fu, Qifeng Yu, Pengyu Guo, Zhihui Lei, Yang Shang. Science China Technological Sciences, 2015, 58(5): 916-926.
2014
A Real-Time Optical Tracking and Measurement Processing System for Flying Targets
Pengyu Guo, Shaowen Ding, Hongliang Zhang, Xiaohu Zhang. The Scientific World Journal, 2014, 2014(1): 1-11.
2014
Design and Method of a Real-Time Interpretation System for Range Optical Measurement Images
Pengyu Guo, Shaowen Ding, Zunhua Tian, Hongliang Zhang, Xiaohu Zhang. Journal of National University of Defense Technology, 2014, 36(2): 168-174.
2014
Accurate Mirror-Based Camera Pose Estimation with Explicit Geometric Meanings
Xin Li, Gucan Long, Pengyu Guo, Jinbo Liu, Xiaohu Zhang, Qifeng Yu. Science China Technological Sciences, 2014, 57(12): 2504-2513.
2014
A Vision-Aided Moving-Base Initial Alignment Method for Inertial Navigation Systems
Hongliang Zhang, Pengyu Guo, Zhuang Li. Journal of Chinese Inertial Technology, 2014, 22(4): 469-473.
2014
Airborne Vision-Aided Landing Navigation System for Fixed-Wing UAV
Pengyu Guo, Xin Li, Gui Yang, Hongliang Zhang, Xiang Zhou, Xiaohu Zhang. IEEE 12th International Conference on Signal Processing, 2014: 1215-1220.
2014
LS-SVM for a Point Target Motion Measurement
Xin Li, Pengyu Guo, Hongliang Zhang, Xiaohu Zhang. IEEE 12th International Conference on Signal Processing, 2014: 1221-1224.
2014
Vision-Aided Attitude Error Compensation for Marine Strapdown Inertial Navigation System
Hongliang Zhang, Pengyu Guo. IEEE 12th International Conference on Signal Processing, 2014: 1205-1209.
2013
Airborne Vision-Based Navigation Method for UAV Accuracy Landing Using Infrared Lamps
Gui Yang, Pengyu Guo, Hongliang Zhang, Zhihui Lei, Xiang Zhou, Jing Du, Qifeng Yu. Journal of Intelligent and Robotic Systems: Theory and Applications, 2013, 72(2): 197-218.
2013
Research on a Fully Automatic Camera Calibration Method
Yong Xu, Pengyu Guo, Gucan Long, Xiaohu Zhang, Qifeng Yu. Acta Optica Sinica, 2013, 33(6): 0612007-1-11.
2013
Calibration Method for the Installation Error of a Camera Target Plane
Yong Xu, Pengyu Guo, Yun Yuan, Xiaohu Zhang, Qifeng Yu. Acta Optica Sinica, 2013, 33(4): 0412008-1-8.
2013
Adaptive and Accelerated Tracking-Learning-Detection
Pengyu Guo, Xin Li, Shaowen Ding, Zunhua Tian, Xiaohu Zhang. SPIE 5th International Symposium on Photoelectronic Detection and Imaging, 2013: 89082H-1-10.
2013
Calibration Method of Absolute Orientation of Camera Optical Axis
Yong Xu, Pengyu Guo, Xiaohu Zhang, Shaowen Ding, Ang Su, Lichun Li. SPIE 5th International Symposium on Photoelectronic Detection and Imaging, 2013: 890828-1-9.
2013
Axis Extraction Method of Symmetry Object Under Unilateral Illumination Condition in Optical Measurement Images
Shaowen Ding, Xiaohu Zhang, Pengyu Guo, Kunpeng Wang. SPIE 5th International Symposium on Photoelectronic Detection and Imaging, 2013: 890821-1-8.
Patents and Academic Links
Full CV context preserved from the previous public profile: patents, academic aggregation, admission records, and source references.
Doctoral Dissertation
Pengyu Guo. Research on Target Detection, Tracking, and Interpretation Methods for Optical Measurement Images. Changsha: Graduate School, National University of Defense Technology, doctoral dissertation, 2015.
Airport Aircraft Target Tracking Patent
Method and system for airport aircraft target tracking based on joint surveillance of low earth orbit satellites. CN118552863A / CN118552863B. Inventors: Pengyu Guo, Jiajian Chen, Yong Liu, Lu Cao, Kai Wang. Patent record.
Collaborative Remote Sensing Patent
Space-near-space-airborne collaborative remote sensing system and information transmission method. CN111835403A / CN111835403B. Inventor: Pengyu Guo. Patent record.
Graduate Admission Record
The 2026 master's admissions catalog lists Pengyu Guo as an advisor for unmanned equipment perception and control under electronic information. Catalog source.
Scholar Aggregation
The Baidu Scholar profile is retained as an academic aggregation entry for cross-checking publication records. Scholar profile.
Public Institutional Report
A public report by People's Daily Online and PLA Daily is retained as historical context for institutional public information. Public report.
Source References
MAK-BRNet, Applied Sciences
Representative remote sensing object detection paper, 2026.
SPOD-YOLO, Remote Sensing
Representative aircraft detection paper, 2025.
LEO Joint Surveillance Tracking
Airport aircraft tracking paper, 2024.
Multispectral Land-Cover Classification
Remote sensing land-cover classification paper, 2024.
Optics Letters Single-Pixel Imaging
Computational imaging paper, 2023.
Range Optical Measurement System
Foundational optical measurement paper, 2014.
Contact
Academic correspondence and profile verification.
pengyu.guo@nudt.edu.cn
Institution
College of Defense Technology Innovation, Academy of Military Sciences.
Last Updated
2026 public release edition