Automatic Detection of Discrimination Actions from Social Images
In this paper, we developed a practical approach for automatic detection of discrimination actions from social images. Firstly, an image set is established, in which various discrimination actions and relations are manually labeled. To the best of our knowledge, this is the first work to create a da...
| Main Authors: | , , , , |
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| Format: | Article |
| Language: | English |
| Published: |
MDPI AG
2021-01-01
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| Series: | Electronics |
| Subjects: | |
| Online Access: | https://www.mdpi.com/2079-9292/10/3/325 |
| _version_ | 1797405796617682944 |
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| author | Zhihao Wu Baopeng Zhang Tianchen Zhou Yan Li Jianping Fan |
| author_facet | Zhihao Wu Baopeng Zhang Tianchen Zhou Yan Li Jianping Fan |
| author_sort | Zhihao Wu |
| collection | DOAJ |
| description | In this paper, we developed a practical approach for automatic detection of discrimination actions from social images. Firstly, an image set is established, in which various discrimination actions and relations are manually labeled. To the best of our knowledge, this is the first work to create a dataset for discrimination action recognition and relationship identification. Secondly, a practical approach is developed to achieve automatic detection and identification of discrimination actions and relationships from social images. Thirdly, the task of relationship identification is seamlessly integrated with the task of discrimination action recognition into one single network called the Co-operative Visual Translation Embedding++ network (CVTransE++). We also compared our proposed method with numerous state-of-the-art methods, and our experimental results demonstrated that our proposed methods can significantly outperform state-of-the-art approaches. |
| first_indexed | 2024-03-09T03:16:22Z |
| format | Article |
| id | doaj.art-d22273825d144614846e6793762a4b35 |
| institution | Directory Open Access Journal |
| issn | 2079-9292 |
| language | English |
| last_indexed | 2024-03-09T03:16:22Z |
| publishDate | 2021-01-01 |
| publisher | MDPI AG |
| record_format | Article |
| series | Electronics |
| spelling | doaj.art-d22273825d144614846e6793762a4b352023-12-03T15:22:29ZengMDPI AGElectronics2079-92922021-01-0110332510.3390/electronics10030325Automatic Detection of Discrimination Actions from Social ImagesZhihao Wu0Baopeng Zhang1Tianchen Zhou2Yan Li3Jianping Fan4School of Computer and Information Technology, Beijing Jiaotong University, Beijing 100044, ChinaSchool of Computer and Information Technology, Beijing Jiaotong University, Beijing 100044, ChinaSchool of Computer and Information Technology, Beijing Jiaotong University, Beijing 100044, ChinaSchool of Computer and Information Technology, Beijing Jiaotong University, Beijing 100044, ChinaAI Lab, Lenovo Research, Beijing 100094, ChinaIn this paper, we developed a practical approach for automatic detection of discrimination actions from social images. Firstly, an image set is established, in which various discrimination actions and relations are manually labeled. To the best of our knowledge, this is the first work to create a dataset for discrimination action recognition and relationship identification. Secondly, a practical approach is developed to achieve automatic detection and identification of discrimination actions and relationships from social images. Thirdly, the task of relationship identification is seamlessly integrated with the task of discrimination action recognition into one single network called the Co-operative Visual Translation Embedding++ network (CVTransE++). We also compared our proposed method with numerous state-of-the-art methods, and our experimental results demonstrated that our proposed methods can significantly outperform state-of-the-art approaches.https://www.mdpi.com/2079-9292/10/3/325discrimination action recognitionrelationship predictionrepresentation learning |
| spellingShingle | Zhihao Wu Baopeng Zhang Tianchen Zhou Yan Li Jianping Fan Automatic Detection of Discrimination Actions from Social Images Electronics discrimination action recognition relationship prediction representation learning |
| title | Automatic Detection of Discrimination Actions from Social Images |
| title_full | Automatic Detection of Discrimination Actions from Social Images |
| title_fullStr | Automatic Detection of Discrimination Actions from Social Images |
| title_full_unstemmed | Automatic Detection of Discrimination Actions from Social Images |
| title_short | Automatic Detection of Discrimination Actions from Social Images |
| title_sort | automatic detection of discrimination actions from social images |
| topic | discrimination action recognition relationship prediction representation learning |
| url | https://www.mdpi.com/2079-9292/10/3/325 |
| work_keys_str_mv | AT zhihaowu automaticdetectionofdiscriminationactionsfromsocialimages AT baopengzhang automaticdetectionofdiscriminationactionsfromsocialimages AT tianchenzhou automaticdetectionofdiscriminationactionsfromsocialimages AT yanli automaticdetectionofdiscriminationactionsfromsocialimages AT jianpingfan automaticdetectionofdiscriminationactionsfromsocialimages |