Empowering First Responders through Automated Multimodal Content Moderation

Gupta, Divam; Sen, Indira; Sachdeva, Niharika; Kumaraguru, Ponnurangam; Buduru, Arun Balaji

doi:10.1109/iccc.2018.00008

Cited by 3 publications

(3 citation statements)

References 20 publications

Supporting

Mentioning

Contrasting

Order By: Relevance

“…Soares and Sousa argue that digital social communications with the media have a positive impact on people's awareness, change their behaviour and awareness (Soares and Sousa, 2020). Their effectiveness, according to Gupta et al (2018), is manifested in the activities of law enforcement agencies, which form certain content on the Internet to address the ticklish problem of modern society -combating domestic violence. According to Zou et al (2021) and MacLure and Jones (2021) computer security support services should also counteract violence committed by an intimate partner on social networks.…”

Section: Discussionmentioning

confidence: 99%

“…Soares and Sousa (2020) revealed the place and role of digital communications in changing the behaviour of the population and established a direct dependence of human behaviour on the influence of information flow through communication technologies. Gupta et al (2018) identified the effectiveness of the use of social networks as a police tool to combat gender-based cyberbullying.…”

Section: Literature Reviewmentioning

confidence: 99%

See 1 more Smart Citation

Social Networks as a Means of Combating Gender-Based Violence

et al. 2022

View full text Add to dashboard Cite

Cyberbullying of women and girls is not just a violation of human rights, it is a global phenomenon that is destroying the lives of women and their families around the world. Using a hermeneutic documentary methodology, the objective of the study was to determine the legal mechanisms for the use of social networks as a means of combating gender violence and thus outline the main problems of their application of the law. Everything indicates that social networks, as an effective means of forming positive public opinions, can form a positive image of women and the appropriate attitude of men towards them, and as well as contribute to combating violence on the Internet. The system for combating gender-based violence consists of prevention, protection, criminal responsibility, and a comprehensive gender policy. It concludes that international gender policy standards have been found to be based on a model of "real equality", which is ensured through the achievement of equal opportunities, equal access to opportunities and equal performance.

show abstract

Section: Discussionmentioning

confidence: 99%

Section: Literature Reviewmentioning

confidence: 99%

Social Networks as a Means of Combating Gender-Based Violence

et al. 2022

View full text Add to dashboard Cite

show abstract

“…An extreme situation would involve all users becoming moderators, trapped in the fight against deviant content, rather than enjoying Internet surfing. Thus, online platforms should adopt moderation services to protect their users and brand value [10,23]. Despite previous investigations on online deviant content, video moderation has garnered renewed attention owing to the emergence of state-of-the-art machine learning methods [20,26,50,68].…”

Section: Video Moderationmentioning

confidence: 99%

VideoModerator: A Risk-aware Framework for Multimodal Video Moderation in E-Commerce

Tang¹,

Wu²,

Yu³

et al. 2021

Preprint

View full text Add to dashboard Cite

Video moderation, which refers to remove deviant or explicit content from e-commerce livestreams, has become prevalent owing to social and engaging features. However, this task is tedious and time consuming due to the difficulties associated with watching and reviewing multimodal video content, including video frames and audio clips. To ensure effective video moderation, we propose VideoModerator, a risk-aware framework that seamlessly integrates human knowledge with machine insights. This framework incorporates a set of advanced machine learning models to extract the risk-aware features from multimodal video content and discover potentially deviant videos. Moreover, this framework introduces an interactive visualization interface with three views, namely, a video view, a frame view, and an audio view. In the video view, we adopt a segmented timeline and highlight high-risk periods that may contain deviant information. In the frame view, we present a novel visual summarization method that combines risk-aware features and video context to enable quick video navigation. In the audio view, we employ a storyline-based design to provide a multi-faceted overview which can be used to explore audio content. Furthermore, we report the usage of VideoModerator through a case scenario and conduct experiments and a controlled user study to validate its effectiveness.

show abstract

VideoModerator: A Risk-aware Framework for Multimodal Video Moderation in E-Commerce

Tang

et al. 2022

IEEE Trans. Visual. Comput. Graphics

View full text Add to dashboard Cite

Empowering First Responders through Automated Multimodal Content Moderation

Cited by 3 publications

References 20 publications

Social Networks as a Means of Combating Gender-Based Violence

Social Networks as a Means of Combating Gender-Based Violence

VideoModerator: A Risk-aware Framework for Multimodal Video Moderation in E-Commerce

VideoModerator: A Risk-aware Framework for Multimodal Video Moderation in E-Commerce

Contact Info

Product

Resources

About