Author(s)

Junzhe Ma ¹, Jianhui Cui ¹, Chaoqun Yang ¹, Chongtian Gao ¹, Jiashuo Chen ¹, Junjie Zhang ¹

Affiliation(s)

¹ Maritime College, Tianjin University of Technology, Tianjin, 300384, China

Corresponding Author

Junzhe Ma

ABSTRACT

Environmental factors such as low light and fog significantly affect the performance of image recognition systems in ship night and foggy navigation. This paper studies the challenges of image recognition technology under these conditions, and proposes a series of optimization strategies, including image enhancement technology and multimodal data fusion, to improve the accuracy and stability of image recognition. We've also made improvements to address the limitations of traditional image recognition technologies, including improved resolution and contrast, enhanced noise suppression, and real-time data processing capabilities for optimized algorithms. In addition, this paper evaluates the performance of the algorithm in terms of accuracy, response time, robustness and user convenience through quantitative evaluation criteria. The optimization method of this study not only improves the effect of image recognition, but also provides valuable technical guidance for the design and implementation of ship navigation system at night and foggy weather.

KEYWORDS

Ship night, image recognition, algorithm optimization, performance evaluation

CITE THIS PAPER

Junzhe Ma, Jianhui Cui, Chaoqun Yang, Chongtian Gao, Jiashuo Chen, Junjie Zhang, Optimization and performance evaluation of ship image recognition algorithm at night and in a fog. Advances in Computer, Signals and Systems (2024) Vol. 8: 32-38. DOI: http://dx.doi.org/10.23977/acss.2024.080405.

REFERENCES

[1] Donghao Wang. Design of fuzzy image association pattern recognition system for multiple ships in foggy days[J]. Ship Science and Technology. 2020, 42(22): 55-57.
[2] Shuo Chen, Huicai Zhong, Yongzhou Li, Shizheng Wang, Jiangang Yang. Foggy sky image recognition based on multi-scale feature multi-adversarial network[J]. Chinese Journal of Image and Graphics. 2021, 26(11): 2680-2690.
[3] Xiaohuan Yang. Application of AI image recognition and infrared thermal imaging technology in maritime search and rescue[J]. Journal of Shanghai Institute of Ship and Transportation Research. 2023, 46(06): 37-42+59.
[4] Xiaochen Miao, Tao Liu. Research and application of LNG ships entering and leaving Yangkou port at night and docking and departing from LNG special terminals[J]. China Water Transport. 2022(06): 127-129.
[5] Hao Teng, Yongfa Jin. Lanbeigang Night Pilotage Risks and Countermeasures[J]. Navigation. 2022(05): 56-57.
[6] Quan Yang. Study on the safety of fog navigation of ships in Guangzhou port[J]. Navigation. 2023(05): 49-52.

Sponsors, Associates, and Links

---

• Power Systems Computation
  
  
• Internet of Things (IoT) and Engineering Applications
  
  
• Computing, Performance and Communication Systems
  
  
• Journal of Artificial Intelligence Practice
  
  
• Journal of Network Computing and Applications
  
  
• Journal of Web Systems and Applications
  
  
• Journal of Electrotechnology, Electrical Engineering and Management
  
  
• Journal of Wireless Sensors and Sensor Networks
  
  
• Journal of Image Processing Theory and Applications
  
  
• Mobile Computing and Networking
  
  
• Vehicle Power and Propulsion
  
  
• Frontiers in Computer Vision and Pattern Recognition
  
  
• Knowledge Discovery and Data Mining Letters
  
  
• Big Data Analysis and Cloud Computing
  
  
• Electrical Insulation and Dielectrics
  
  
• Crypto and Information Security
  
  
• Journal of Neural Information Processing
  
  
• Collaborative and Social Computing
  
  
• International Journal of Network and Communication Technology
  
  
• File and Storage Technologies
  
  
• Frontiers in Genetic and Evolutionary Computation
  
  
• Optical Network Design and Modeling
  
  
• Journal of Virtual Reality and Artificial Intelligence
  
  
• Natural Language Processing and Speech Recognition
  
  
• Journal of High-Voltage
  
  
• Programming Languages and Operating Systems
  
  
• Visual Communications and Image Processing
  
  
• Journal of Systems Analysis and Integration
  
  
• Knowledge Representation and Automated Reasoning
  
  
• Review of Information Display Techniques
  
  
• Data and Knowledge Engineering
  
  
• Journal of Database Systems
  
  
• Journal of Cluster and Grid Computing
  
  
• Cloud and Service-Oriented Computing
  
  
• Journal of Networking, Architecture and Storage
  
  
• Journal of Software Engineering and Metrics
  
  
• Visualization Techniques
  
  
• Journal of Parallel and Distributed Processing
  
  
• Journal of Modeling, Analysis and Simulation
  
  
• Journal of Privacy, Trust and Security
  
  
• Journal of Cognitive Informatics and Cognitive Computing
  
  
• Lecture Notes on Wireless Networks and Communications
  
  
• International Journal of Computer and Communications Security
  
  
• Journal of Multimedia Techniques
  
  
• Automation and Machine Learning
  
  
• Computational Linguistics Letters
  
  
• Journal of Computer Architecture and Design
  
  
• Journal of Ubiquitous and Future Networks