TY  - CONF
AU  - Raul Gomez
AU  - Jaume Gibert
AU  - Lluis Gomez
AU  - Dimosthenis Karatzas
A2  - WACV
PY  - 2020//
TI  - Exploring Hate Speech Detection in Multimodal Publications
BT  - IEEE Winter Conference on Applications of Computer Vision
N2  - In this work we target the problem of hate speech detection in multimodal publications formed by a text and an image. We gather and annotate a large scale dataset from Twitter, MMHS150K, and propose different models that jointly analyze textual and visual information for hate speech detection, comparing them with unimodal detection. We provide quantitative and qualitative results and analyze the challenges of the proposed task. We find that, even though images are useful for the hate speech detection task, current multimodal models cannot outperform models analyzing only text. We discuss why and open the field and the dataset for further research.
UR  - https://ieeexplore.ieee.org/document/9093414
L1  - http://refbase.cvc.uab.es/files/GGG2020a.pdf
UR  - http://dx.doi.org/10.1109/WACV45572.2020.9093414
N1  - DAG; 600.121; 600.129
ID  - Raul Gomez2020
ER  -