Verification Code Recognition Based on Convolutional Neural Network
Title | Verification Code Recognition Based on Convolutional Neural Network |
Publication Type | Conference Paper |
Year of Publication | 2021 |
Authors | Tian, Qian, Song, Qishun, Wang, Hongbo, Hu, Zhihong, Zhu, Siyu |
Conference Name | 2021 IEEE 4th Advanced Information Management, Communicates, Electronic and Automation Control Conference (IMCEC) |
Keywords | coding theory, Complexity theory, convolutional neural network, convolutional neural networks, image preprocessing, image recognition, Information management, Interference, Internet, internet-technology, Metrics, Network security, Neural Network Security, Neurons, policy-based governance, pubcrawl, resilience, Resiliency, security, verification code recognition |
Abstract | Verification code recognition system based on convolutional neural network. In order to strengthen the network security defense work, this paper proposes a novel verification code recognition system based on convolutional neural network. The system combines Internet technology and big data technology, combined with advanced captcha technology, can prevent hackers from brute force cracking behavior to a certain extent. In addition, the system combines convolutional neural network, which makes the verification code combine numbers and letters, which improves the complexity of the verification code and the security of the user account. Based on this, the system uses threshold segmentation method and projection positioning method to construct an 8-layer convolutional neural network model, which enhances the security of the verification code input link. The research results show that the system can enhance the complexity of captcha, improve the recognition rate of captcha, and improve the security of user accounting. |
DOI | 10.1109/IMCEC51613.2021.9482170 |
Citation Key | tian_verification_2021 |
- internet-technology
- verification code recognition
- Resiliency
- resilience
- pubcrawl
- policy-based governance
- Neurons
- Neural Network Security
- network security
- Metrics
- coding theory
- internet
- Interference
- information management
- image recognition
- image preprocessing
- convolutional neural networks
- convolutional neural network
- Complexity theory
- security