Multimodal Cheapfakes Detection by Utilizing Image Captioning for Global Context

Author:

La Tuan-Vinh1,Tran Quang-Tien2,Tran Thanh-Phuc2,Tran Anh-Duy2,Dang-Nguyen Duc-Tien3,Dao Minh-Son4

Affiliation:

1. University of Information and Technology & Vietnam National University, Ho Chi Minh, Vietnam

2. University of Science & & Vietnam National University, Ho Chi Minh, Vietnam

3. University of Bergen & Kristiania University College, Bergen, Norway

4. NICT, Tokyo, Japan

Publisher

ACM

Reference31 articles.

1. Shivangi Aneja , Christoph Bregler , and Matthias Nießner . 2021 a. Catching out-of-context misinformation with self-supervised learning. arXiv preprint arXiv:2101.06278 , Vol. 2 , 3 ( 2021 ). Shivangi Aneja, Christoph Bregler, and Matthias Nießner. 2021 a. Catching out-of-context misinformation with self-supervised learning. arXiv preprint arXiv:2101.06278, Vol. 2, 3 (2021).

2. Shivangi Aneja , Cise Midoglu , Duc-Tien Dang-Nguyen , Michael Alexander Riegler , Paal Halvorsen, Matthias Niessner, Balu Adsumilli, and Chris Bregler. 2021 b. MMSys' 21 grand challenge on detecting cheapfakes. arXiv preprint arXiv:2107.05297 ( 2021 ). Shivangi Aneja, Cise Midoglu, Duc-Tien Dang-Nguyen, Michael Alexander Riegler, Paal Halvorsen, Matthias Niessner, Balu Adsumilli, and Chris Bregler. 2021 b. MMSys' 21 grand challenge on detecting cheapfakes. arXiv preprint arXiv:2107.05297 (2021).

3. Rumor Detection on Social Media with Bi-Directional Graph Convolutional Networks

4. Samuel R Bowman , Gabor Angeli , Christopher Potts , and Christopher D Manning . 2015. A large annotated corpus for learning natural language inference. arXiv preprint arXiv:1508.05326 ( 2015 ). Samuel R Bowman, Gabor Angeli, Christopher Potts, and Christopher D Manning. 2015. A large annotated corpus for learning natural language inference. arXiv preprint arXiv:1508.05326 (2015).

5. Joan Donovan Britt Paris . 2019 . DEEPFAKES AND CHEAP FAKES: The Manipulation of Audio and Visual Evidence . Data & Society ( 2019). Joan Donovan Britt Paris. 2019. DEEPFAKES AND CHEAP FAKES: The Manipulation of Audio and Visual Evidence. Data & Society (2019).

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