A comprehensive review on vision-based violence detection in surveillance videos
Recent advancements in intelligent surveillance systems for video analysis have been a
topic of great interest in the research community due to the vast number of applications to …
topic of great interest in the research community due to the vast number of applications to …
A deep learning-based approach for inappropriate content detection and classification of youtube videos
K Yousaf, T Nawaz - IEEE Access, 2022 - ieeexplore.ieee.org
The exponential growth of videos on YouTube has attracted billions of viewers among which
the majority belongs to a young demographic. Malicious uploaders also find this platform as …
the majority belongs to a young demographic. Malicious uploaders also find this platform as …
Children's safety on youtube: A systematic review
Background: With digital transformation and growing social media usage, kids spend
considerable time on the web, especially watching videos on YouTube. YouTube is a source …
considerable time on the web, especially watching videos on YouTube. YouTube is a source …
An attention mechanism-based CNN-BiLSTM classification model for detection of inappropriate content in cartoon videos
K Yousaf, T Nawaz - Multimedia Tools and Applications, 2024 - Springer
This paper proposes a novel method that combines an ImageNet pretrained convolutional
neural network (CNN) with attention-based bidirectional long short-term memory (BiLSTM) …
neural network (CNN) with attention-based bidirectional long short-term memory (BiLSTM) …
Violence rating prediction from movie scripts
Violent content in movies can influence viewers' perception of the society. For example,
frequent depictions of certain demographics as perpetrators or victims of abuse can shape …
frequent depictions of certain demographics as perpetrators or victims of abuse can shape …
Affect in multimedia: Benchmarking violent scenes detection
In this article, we report on the creation of a publicly available, common evaluation
framework for Violent Scenes Detection (VSD) in Hollywood and YouTube videos. We …
framework for Violent Scenes Detection (VSD) in Hollywood and YouTube videos. We …
Advancing Content Moderation: Evaluating Large Language Models for Detecting Sensitive Content Across Text, Images, and Videos
The widespread dissemination of hate speech, harassment, harmful and sexual content, and
violence across websites and media platforms presents substantial challenges and …
violence across websites and media platforms presents substantial challenges and …
Using two-stream EfficientNet-BiLSTM network for multiclass classification of disturbing YouTube videos
K Yousaf, T Nawaz, A Habib - Multimedia Tools and Applications, 2024 - Springer
YouTube video recommendation algorithm plays an important role in enhancing user
engagement and profitability (or monetization), yet it struggles to deal with disturbing visual …
engagement and profitability (or monetization), yet it struggles to deal with disturbing visual …
Utilizing Age‐Adaptive Deep Learning Approaches for Detecting Inappropriate Video Content
The exponential growth of video‐sharing platforms, exemplified by platforms like YouTube
and Netflix, has made videos available to everyone with minimal restrictions. This …
and Netflix, has made videos available to everyone with minimal restrictions. This …
Effectiveness of deep learning techniques in TV programs classification: A comparative analysis
F Candela, A Giordano, CF Zagaria… - Integrated Computer …, 2024 - content.iospress.com
In the application areas of streaming, social networks, and video-sharing platforms such as
YouTube and Facebook, along with traditional television systems, programs' classification …
YouTube and Facebook, along with traditional television systems, programs' classification …