Smart City Gnosys
Smart city article details
| Title | Face Image Recognition In Smart City Based On Improved Convolutional Neural Network |
|---|---|
| ID_Doc | 25978 |
| Authors | Tie J.; Ji M.; Zhong M.; Ye Y.; Li Q.; Zhang R.J.; Lin M. |
| Year | 2024 |
| Published | International Journal of Pattern Recognition and Artificial Intelligence, 38, 16 |
| DOI | http://dx.doi.org/10.1142/S0218001424540168 |
| Abstract | The rapid development of big data and artificial intelligence technology has given new vitality and value to smart cities, which provide rich algorithm models and knowledge computing capabilities. Since the recognition results of the traditional Convolutional Neural Network (CNN) model in the face database are prone to over-fitting, this paper proposes a face recognition algorithm based on an improved CNN model and deep learning. The improved CNN model has a good network image recognition performance, improves the data training speed, and optimizes the network structure parameters. Based on an improved CNN model, using the facial expression recognition (FER2013) data to test the model performance, to achieve more accurate face recognition. Experimental results show that the recognition rate of the improved model and deep learning algorithm on the FER2013 dataset reaches 98.36%, which is 4.63% higher than before the improvement. © 2024 World Scientific Publishing Company. |
| Author Keywords | CNN; deep learning; face recognition; Smart city |
Similar Articles
| Id | Similarity | Authors | Title | Published |
|---|---|---|---|---|
19193  | 0.884 | Daya Sagar K.V.; Kamesh D.B.K.; Srinivasa Rao T.; Krishna C.V.M. | Detecting Fake Faces In Smart Cities Security Surveillance Using Image Recognition And Convolutional Neural Networks | ECS Transactions, 107, 1 (2022) |
| 8511 | 0.863 | Rajendran S.; Sundarapandi A.M.S.; Krishnamurthy A.; Thanarajan T. | An Intelligent Face Recognition Technology For Iot-Based Smart City Application Using Condition-Cnn With Foraging Learning Pso Model | International Journal of Pattern Recognition and Artificial Intelligence, 36, 14 (2022) |
| 16838 | 0.861 | Wang Z. | Current Developments And Future Trends In Face Recognition Technology Based On Artificial Intelligence | Proceedings of SPIE - The International Society for Optical Engineering, 13650 (2025) |
| 50279 | 0.861 | Wang H. | Smart City Image Recognition Method Using Convolutional Neural Networks | 2024 1st International Conference on Software, Systems and Information Technology, SSITCON 2024 (2024) |