Facial expression recognition based on improved depthwise separable convolutional network
CC bY
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| Tác giả chính: | , , |
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| Định dạng: | Sách |
| Ngôn ngữ: | English |
| Nhà xuất bản: |
Springer
2023
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| Chủ đề: | |
| Truy cập trực tuyến: | https://link.springer.com/article/10.1007/s11042-022-14066-6 https://dlib.phenikaa-uni.edu.vn/handle/PNK/8331 |
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oai:localhost:PNK-83312023-04-26T06:37:32Z Facial expression recognition based on improved depthwise separable convolutional network Hua, Huo YaLi, Yu ZhongHua, Liu separable convolutional network CC bY A single network model can’t extract more complex and rich effective features. Meanwhile, the network structure is usually huge, and there are many parameters and consume more space resources, etc. Therefore, the combination of multiple network models to extract complementary features has attracted extensive attention. In order to solve the problems existing in the prior art that the network model can’t extract high spatial depth features, redundant network structure parameters, and weak generalization ability, this paper adopts two models of Xception module and inverted residual structure to build the neural network. Based on this, a face expression recognition method based on improved depthwise separable convolutional network is proposed in the paper. Firstly, Gaussian filtering is performed by Canny operator to remove noise, and combined with two original pixel feature maps to form a three-channel image. 2023-04-26T06:37:32Z 2023-04-26T06:37:32Z 2022 Book https://link.springer.com/article/10.1007/s11042-022-14066-6 https://dlib.phenikaa-uni.edu.vn/handle/PNK/8331 en application/pdf Springer |
| institution |
Digital Phenikaa |
| collection |
Digital Phenikaa |
| language |
English |
| topic |
separable convolutional network |
| spellingShingle |
separable convolutional network Hua, Huo YaLi, Yu ZhongHua, Liu Facial expression recognition based on improved depthwise separable convolutional network |
| description |
CC bY |
| format |
Book |
| author |
Hua, Huo YaLi, Yu ZhongHua, Liu |
| author_facet |
Hua, Huo YaLi, Yu ZhongHua, Liu |
| author_sort |
Hua, Huo |
| title |
Facial expression recognition based on improved depthwise separable convolutional network |
| title_short |
Facial expression recognition based on improved depthwise separable convolutional network |
| title_full |
Facial expression recognition based on improved depthwise separable convolutional network |
| title_fullStr |
Facial expression recognition based on improved depthwise separable convolutional network |
| title_full_unstemmed |
Facial expression recognition based on improved depthwise separable convolutional network |
| title_sort |
facial expression recognition based on improved depthwise separable convolutional network |
| publisher |
Springer |
| publishDate |
2023 |
| url |
https://link.springer.com/article/10.1007/s11042-022-14066-6 https://dlib.phenikaa-uni.edu.vn/handle/PNK/8331 |
| _version_ |
1764268034802843648 |
| score |
8.891145 |