Moderating Illicit Online Image Promotion for Unsafe User-Generated Content Games Using Large Vision-Language Models

K Guo, A Utkarsh, W Ding, I Ondracek, Z Zhao… - arxiv preprint arxiv …, 2024 - arxiv.org
Online user-generated content games (UGCGs) are increasingly popular among children
and adolescents for social interaction and more creative online entertainment. However …

Rethinking Multimodal Content Moderation from an Asymmetric Angle with Mixed-modality

J Yuan, Y Yu, G Mittal, M Hall… - Proceedings of the …, 2024 - openaccess.thecvf.com
There is a rapidly growing need for multimodal content moderation (CM) as more and more
content on social media is multimodal in nature. Existing unimodal CM systems may fail to …

Experimentation in Content Moderation using RWKV

U Yildirim, R Dutta, B Yildirim, A Vaidya - arxiv preprint arxiv:2409.03939, 2024 - arxiv.org
This paper investigates the RWKV model's efficacy in content moderation through targeted
experimentation. We introduce a novel dataset specifically designed for distillation into …

ICM-Assistant: Instruction-tuning Multimodal Large Language Models for Rule-based Explainable Image Content Moderation

M Wu, Y Zhao, J Cao, M Xu, Z Jiang, X Wang… - arxiv preprint arxiv …, 2024 - arxiv.org
Controversial contents largely inundate the Internet, infringing various cultural norms and
child protection standards. Traditional Image Content Moderation (ICM) models fall short in …

Benchmark for Detecting Child Pornography in Open Domain Dialogues Using Large Language Models

J Yu, Z Huang, L Zhang, Y Lu, Y Yan… - … Joint Conference on …, 2024 - ieeexplore.ieee.org
As large language models become increasingly prevalent, their safe and secure application,
particularly in preventing the generation of child pornographic content in real-world open …

Sensitive Image Classification by Vision Transformers

H He, C Wilson, TT Nguyen… - 2024 IEEE International …, 2024 - ieeexplore.ieee.org
When it comes to classifying child sexual abuse images, managing similar inter-class
correlations and diverse intra-class correlations poses a significant challenge. Vision …

Zero-Shot Pornographic Detection Using Vision-Language Models

DD Phan, HL Tran, TT Nguyen… - 2024 13th International …, 2024 - ieeexplore.ieee.org
The proliferation of pornographic content online challenges content moderation efforts,
especially in sensitive contexts. Traditional detection methods often require extensive …

Preliminary Study on Detection of Breasts

MP Vrešnjak, A Perušić, Ž Emeršič… - 2024 47th MIPRO …, 2024 - ieeexplore.ieee.org
In the realm of digital image manipulation, deep fakes, predominantly sourced from
pornographic materials, present a significant challenge, especially prevalent in the form of …

Video Content Moderation in Instagram

N Harini, S Gokul, S Harini, RA Harriesh… - International Conference …, 2024 - Springer
This research presents an advanced approach to content moderation in Instagram Reels,
aiming to protect young adults from exposure to inappropriate material. Central to this …