OSPC: OCR-Assisted VLM for Zero-Shot Harmful Meme Detection

Author:

Zhu Chenxi1ORCID,Gao Haotian1ORCID,Duan Yuxiao2ORCID,Hao Guo2ORCID,Luo Minnan1ORCID,Zhao Xiang2ORCID

Affiliation:

1. Xi'an Jiaotong University, Xi'an, China

2. National University of Defense Technology, Changsha, China

Funder

National Key Research and Development Program of China

Project of Chinese academy of engineering ?The Online and Offline Mixed Educational Service System for ?The Belt and Road? Training in MOOC China?

Natural Science Foundation of Shaanxi Province

National Nature Science Foundation of China

Project of China Knowledge Center for Engineering Science and Technology

the K. C. Wong Education Foundation and National Key R&D Program of China

Publisher

ACM

Reference11 articles.

1. Yuning Du Chenxia Li Ruoyu Guo Cheng Cui Weiwei Liu Jun Zhou Bin Lu Yehua Yang Qiwen Liu Xiaoguang Hu et al. 2021. Pp-ocrv2: Bag of tricks for ultra lightweight ocr system. arXiv preprint arXiv:2109.03144 (2021).

2. Simon Jégou. 2023. Platypus2--70B without Wikipedia RAG. https://kaggle.com/code/simjeg/platypus2--70b-without-wikipedia-rag

3. Douwe Kiela, Hamed Firooz, Aravind Mohan, Vedanuj Goswami, Amanpreet Singh, Casey A. Fitzpatrick, Peter Bull, Greg Lipstein, Tony Nelli, Ron Zhu, Niklas Muennighoff, Riza Velioglu, Jewgeni Rose, Phillip Lippe, Nithin Holla, Shantanu Chandra, Santhosh Rajamanickam, Georgios Antoniou, Ekaterina Shutova, Helen Yannakoudakis, Vlad Sandulescu, Umut Ozertem, Patrick Pantel, Lucia Specia, and Devi Parikh. 2021. The Hateful Memes Challenge: Competition Report. In Proceedings of the NeurIPS 2020 Competition and Demonstration Track. PMLR, 344--360.

4. Ying Ying Lim, Ming Shan Hee, Xun Wei Yee, Mun-Thye Mak, Weng Kuan Yau, Xinming Sim, Wesley Tay, Wee Siong Ng, See Kiong Ng, and Roy Ka-Wei Lee. 2024. AISG's Online Safety Prize Challenge: Detecting Harmful Social Bias in Multimodal Memes. In Companion Proceedings of the ACM Web Conference 2024.

5. Hongzhan Lin Ziyang Luo Wei Gao Jing Ma Bo Wang and Ruichao Yang. 2024. Towards Explainable Harmful Meme Detection through Multimodal Debate between Large Language Models. https://doi.org/10.48550/arXiv.2401.13298 arxiv: 2401.13298 [cs]

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