Multi-modal Hate Speech Detection using Machine Learning

被引:9
|
作者
Boishakhi, Fariha Tahosin [1 ]
Shill, Ponkoj Chandra [1 ]
Alam, Md Golam Rabiul [1 ]
机构
[1] BRAC Univ, Comp Sci & Engn, Dhaka, Bangladesh
关键词
Audio hate Speech; Video hate Speech; Hate Speech detection; Machine Learning; Multi-modal Hate Speech detection;
D O I
10.1109/BigData52589.2021.9671955
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
With the continuous growth of internet users and media content, it is very hard to track down hateful speech in audio and video. Converting video or audio into text does not detect hate speech accurately as human sometimes uses hateful words as humorous or pleasant in sense and also uses different voice tones or show different action in the video. The state-of-the-art hate speech detection models were mostly developed on a single modality. In this research, a combined approach of multi-modal system has been proposed to detect hate speech from video contents by extracting feature images, feature values extracted from the audio, text and used machine learning and Natural language processing.
引用
收藏
页码:4496 / 4499
页数:4
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