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2020 | OriginalPaper | Buchkapitel

Exploring the Role of Visual Content in Fake News Detection

verfasst von : Juan Cao, Peng Qi, Qiang Sheng, Tianyun Yang, Junbo Guo, Jintao Li

Erschienen in: Disinformation, Misinformation, and Fake News in Social Media

Verlag: Springer International Publishing

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Abstract

The increasing popularity of social media promotes the proliferation of fake news, which has caused significant negative societal effects. Therefore, fake news detection on social media has recently become an emerging research area of great concern. With the development of multimedia technology, fake news attempts to utilize multimedia content with images or videos to attract and mislead consumers for rapid dissemination, which makes visual content an important part of fake news. Despite the importance of visual content, our understanding about the role of visual content in fake news detection is still limited. This chapter presents a comprehensive review of the visual content in fake news, including the basic concepts, effective visual features, representative detection methods and challenging issues of multimedia fake news detection. This chapter can help readers to understand the role of visual content in fake news detection, and effectively utilize visual content to assist in detecting multimedia fake news.

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Literatur
1.
Zurück zum Zitat Allcott, H., Gentzkow, M.: Social media and fake news in the 2016 election. J. Econ. Perspect. 31(2), 211–236 (2017)CrossRef Allcott, H., Gentzkow, M.: Social media and fake news in the 2016 election. J. Econ. Perspect. 31(2), 211–236 (2017)CrossRef
2.
Zurück zum Zitat Bianchi, T., Piva, A.: Image forgery localization via block-grained analysis of jpeg artifacts. IEEE Trans. Inf. Forensic. Secur. 7(3), 1003–1017 (2012)CrossRef Bianchi, T., Piva, A.: Image forgery localization via block-grained analysis of jpeg artifacts. IEEE Trans. Inf. Forensic. Secur. 7(3), 1003–1017 (2012)CrossRef
3.
Zurück zum Zitat Boididou, C., Andreadou, K., Papadopoulos, S., Dang-Nguyen, D.T., Boato, G., Riegler, M., Kompatsiaris, Y., et al.: Verifying multimedia use at mediaeval 2015. In: MediaEval (2015) Boididou, C., Andreadou, K., Papadopoulos, S., Dang-Nguyen, D.T., Boato, G., Riegler, M., Kompatsiaris, Y., et al.: Verifying multimedia use at mediaeval 2015. In: MediaEval (2015)
4.
Zurück zum Zitat Boididou, C., Papadopoulos, S., Dang-Nguyen, D.T., Boato, G., Kompatsiaris, Y.: The certh-unitn participation@ verifying multimedia use 2015. In: MediaEval (2015) Boididou, C., Papadopoulos, S., Dang-Nguyen, D.T., Boato, G., Kompatsiaris, Y.: The certh-unitn participation@ verifying multimedia use 2015. In: MediaEval (2015)
5.
Zurück zum Zitat Boididou, C., Papadopoulos, S., Dang-Nguyen, D.T., Boato, G., Riegler, M., Middleton, S.E., Petlund, A., Kompatsiaris, Y., et al.: Verifying multimedia use at mediaeval 2016. In: MediaEval (2016) Boididou, C., Papadopoulos, S., Dang-Nguyen, D.T., Boato, G., Riegler, M., Middleton, S.E., Petlund, A., Kompatsiaris, Y., et al.: Verifying multimedia use at mediaeval 2016. In: MediaEval (2016)
6.
Zurück zum Zitat Boididou, C., Papadopoulos, S., Zampoglou, M., Apostolidis, L., Papadopoulou, O., Kompatsiaris, Y.: Detection and visualization of misleading content on twitter. Int. J. Multimed. Inf. Retr. 7(1), 71–86 (2018)CrossRef Boididou, C., Papadopoulos, S., Zampoglou, M., Apostolidis, L., Papadopoulou, O., Kompatsiaris, Y.: Detection and visualization of misleading content on twitter. Int. J. Multimed. Inf. Retr. 7(1), 71–86 (2018)CrossRef
7.
Zurück zum Zitat Brandtzaeg, P.B., Lüders, M., Spangenberg, J., Rath-Wiggins, L., Følstad, A.: Emerging journalistic verification practices concerning social media. Journal. Pract. 10(3), 323–342 (2016) Brandtzaeg, P.B., Lüders, M., Spangenberg, J., Rath-Wiggins, L., Følstad, A.: Emerging journalistic verification practices concerning social media. Journal. Pract. 10(3), 323–342 (2016)
8.
Zurück zum Zitat Cao, J., Sheng, Q., Qi, P., Zhong, L., Wang, Y., Zhang, X.: False news detection on social media. arXiv preprint arXiv:1908.10818 (2019) Cao, J., Sheng, Q., Qi, P., Zhong, L., Wang, Y., Zhang, X.: False news detection on social media. arXiv preprint arXiv:1908.10818 (2019)
9.
Zurück zum Zitat Dhruv, K., Jaipal Singh, G., Manish, G., Vasudeva, V.: Mvae: multimodal variational autoencoder for fake news detection. In: Proceedings of the 2019 World Wide Web Conference. ACM (2019) Dhruv, K., Jaipal Singh, G., Manish, G., Vasudeva, V.: Mvae: multimodal variational autoencoder for fake news detection. In: Proceedings of the 2019 World Wide Web Conference. ACM (2019)
10.
Zurück zum Zitat Ferrara, P., Bianchi, T., De Rosa, A., Piva, A.: Image forgery localization via fine-grained analysis of cfa artifacts. IEEE Trans. Inf. Forensic. Secur. 7(5), 1566–1577 (2012)CrossRef Ferrara, P., Bianchi, T., De Rosa, A., Piva, A.: Image forgery localization via fine-grained analysis of cfa artifacts. IEEE Trans. Inf. Forensic. Secur. 7(5), 1566–1577 (2012)CrossRef
11.
Zurück zum Zitat Goljan, M., Fridrich, J., Chen, M.: Defending against fingerprint-copy attack in sensor-based camera identification. IEEE Trans. Inf. Forensic. Secur. 6(1), 227–236 (2010)CrossRef Goljan, M., Fridrich, J., Chen, M.: Defending against fingerprint-copy attack in sensor-based camera identification. IEEE Trans. Inf. Forensic. Secur. 6(1), 227–236 (2010)CrossRef
12.
Zurück zum Zitat Goodfellow, I., Pouget-Abadie, J., Mirza, M., Xu, B., Warde-Farley, D., Ozair, S., Courville, A., Bengio, Y.: Generative adversarial nets. In: Advances in Neural Information Processing Systems, pp. 2672–2680 (2014) Goodfellow, I., Pouget-Abadie, J., Mirza, M., Xu, B., Warde-Farley, D., Ozair, S., Courville, A., Bengio, Y.: Generative adversarial nets. In: Advances in Neural Information Processing Systems, pp. 2672–2680 (2014)
13.
Zurück zum Zitat Jaiswal, A., Sabir, E., AbdAlmageed, W., Natarajan, P.: Multimedia semantic integrity assessment using joint embedding of images and text. In: Proceedings of the 25th ACM international conference on Multimedia, pp. 1465–1471. ACM (2017) Jaiswal, A., Sabir, E., AbdAlmageed, W., Natarajan, P.: Multimedia semantic integrity assessment using joint embedding of images and text. In: Proceedings of the 25th ACM international conference on Multimedia, pp. 1465–1471. ACM (2017)
14.
Zurück zum Zitat Jaiswal, A., Wu, Y., AbdAlmageed, W., Masi, I., Natarajan, P.: Aird: adversarial learning framework for image repurposing detection. In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pp. 11330–11339 (2019) Jaiswal, A., Wu, Y., AbdAlmageed, W., Masi, I., Natarajan, P.: Aird: adversarial learning framework for image repurposing detection. In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pp. 11330–11339 (2019)
15.
Zurück zum Zitat Jin, Z., Cao, J., Guo, H., Zhang, Y., Luo, J.: Multimodal fusion with recurrent neural networks for rumor detection on microblogs. In: Proceedings of the 2017 ACM on Multimedia Conference, pp. 795–816. ACM (2017) Jin, Z., Cao, J., Guo, H., Zhang, Y., Luo, J.: Multimodal fusion with recurrent neural networks for rumor detection on microblogs. In: Proceedings of the 2017 ACM on Multimedia Conference, pp. 795–816. ACM (2017)
16.
Zurück zum Zitat Jin, Z., Cao, J., Luo, J., Zhang, Y.: Image credibility analysis with effective domain transferred deep networks. arXiv preprint arXiv:1611.05328 (2016) Jin, Z., Cao, J., Luo, J., Zhang, Y.: Image credibility analysis with effective domain transferred deep networks. arXiv preprint arXiv:1611.05328 (2016)
17.
Zurück zum Zitat Jin, Z., Cao, J., Zhang, Y., Zhou, J., Tian, Q.: Novel visual and statistical image features for microblogs news verification. IEEE Trans. Multimed. 19(3), 598–608 (2017)CrossRef Jin, Z., Cao, J., Zhang, Y., Zhou, J., Tian, Q.: Novel visual and statistical image features for microblogs news verification. IEEE Trans. Multimed. 19(3), 598–608 (2017)CrossRef
18.
Zurück zum Zitat Kumar, S., Shah, N.: False information on web and social media: a survey. arXiv preprint arXiv:1804.08559 (2018) Kumar, S., Shah, N.: False information on web and social media: a survey. arXiv preprint arXiv:1804.08559 (2018)
19.
Zurück zum Zitat Lang, P.J.: A bio-informational theory of emotional imagery. Psychophysiology 16(6), 495–512 (1979)CrossRef Lang, P.J.: A bio-informational theory of emotional imagery. Psychophysiology 16(6), 495–512 (1979)CrossRef
20.
Zurück zum Zitat Lazer, D.M., Baum, M.A., Benkler, Y., Berinsky, A.J., Greenhill, K.M., Menczer, F., Metzger, M.J., Nyhan, B., Pennycook, G., Rothschild, D., et al.: The science of fake news. Science 359(6380), 1094–1096 (2018)CrossRef Lazer, D.M., Baum, M.A., Benkler, Y., Berinsky, A.J., Greenhill, K.M., Menczer, F., Metzger, M.J., Nyhan, B., Pennycook, G., Rothschild, D., et al.: The science of fake news. Science 359(6380), 1094–1096 (2018)CrossRef
21.
Zurück zum Zitat Li, W., Yuan, Y., Yu, N.: Passive detection of doctored jpeg image via block artifact grid extraction. Signal Process. 89(9), 1821–1829 (2009)CrossRef Li, W., Yuan, Y., Yu, N.: Passive detection of doctored jpeg image via block artifact grid extraction. Signal Process. 89(9), 1821–1829 (2009)CrossRef
22.
Zurück zum Zitat Li, Y., Chang, M.C., Lyu, S.: In Ictu Oculi: exposing ai generated fake face videos by detecting eye blinking. arXiv preprint arXiv:1806.02877 (2018) Li, Y., Chang, M.C., Lyu, S.: In Ictu Oculi: exposing ai generated fake face videos by detecting eye blinking. arXiv preprint arXiv:1806.02877 (2018)
23.
Zurück zum Zitat Li, Y., Lyu, S.: Exposing deepfake videos by detecting face warping artifacts. In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition Workshops, pp. 46–52 (2019) Li, Y., Lyu, S.: Exposing deepfake videos by detecting face warping artifacts. In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition Workshops, pp. 46–52 (2019)
24.
Zurück zum Zitat Luo, W., Wu, M., Huang, J.: Mpeg recompression detection based on block artifacts. In: Security, Forensics, Steganography, and Watermarking of Multimedia Contents X, vol. 6819, p 68190X. International Society for Optics and Photonics (2008) Luo, W., Wu, M., Huang, J.: Mpeg recompression detection based on block artifacts. In: Security, Forensics, Steganography, and Watermarking of Multimedia Contents X, vol. 6819, p 68190X. International Society for Optics and Photonics (2008)
25.
Zurück zum Zitat Ma, J., Gao, W., Mitra, P., Kwon, S., Jansen, B.J., Wong, K.F., Cha, M.: Detecting rumors from microblogs with recurrent neural networks. In: Proceedings of the Twenty-Fifth International Joint Conference on Artificial Intelligence, pp. 3818–3824. AAAI Press (2016) Ma, J., Gao, W., Mitra, P., Kwon, S., Jansen, B.J., Wong, K.F., Cha, M.: Detecting rumors from microblogs with recurrent neural networks. In: Proceedings of the Twenty-Fifth International Joint Conference on Artificial Intelligence, pp. 3818–3824. AAAI Press (2016)
26.
Zurück zum Zitat Mahdian, B., Saic, S.: Using noise inconsistencies for blind image forensics. Image Vision Comput. 27(10), 1497–1503 (2009)CrossRef Mahdian, B., Saic, S.: Using noise inconsistencies for blind image forensics. Image Vision Comput. 27(10), 1497–1503 (2009)CrossRef
27.
Zurück zum Zitat McCloskey, S., Albright, M.: Detecting GAN-generated imagery using color cues. arXiv preprint arXiv:1812.08247 (2018) McCloskey, S., Albright, M.: Detecting GAN-generated imagery using color cues. arXiv preprint arXiv:1812.08247 (2018)
28.
Zurück zum Zitat Muhammad, G., Al-Hammadi, M.H., Hussain, M., Bebis, G.: Image forgery detection using steerable pyramid transform and local binary pattern. Mach. Vis. Appl. 25(4), 985–995 (2014)CrossRef Muhammad, G., Al-Hammadi, M.H., Hussain, M., Bebis, G.: Image forgery detection using steerable pyramid transform and local binary pattern. Mach. Vis. Appl. 25(4), 985–995 (2014)CrossRef
29.
Zurück zum Zitat Nataraj, L., Mohammed, T.M., Manjunath, B., Chandrasekaran, S., Flenner, A., Bappy, J.H., Roy-Chowdhury, A.K.: Detecting GAN generated fake images using co-occurrence matrices. arXiv preprint arXiv:1903.06836 (2019) Nataraj, L., Mohammed, T.M., Manjunath, B., Chandrasekaran, S., Flenner, A., Bappy, J.H., Roy-Chowdhury, A.K.: Detecting GAN generated fake images using co-occurrence matrices. arXiv preprint arXiv:1903.06836 (2019)
30.
Zurück zum Zitat Qi, P., Cao, J., Yang, T., Guo, J., Li, J.: Exploiting multi-domain visual information for fake news detection. In: 19th IEEE International Conference on Data Mining. IEEE (2019) Qi, P., Cao, J., Yang, T., Guo, J., Li, J.: Exploiting multi-domain visual information for fake news detection. In: 19th IEEE International Conference on Data Mining. IEEE (2019)
31.
Zurück zum Zitat Sabir, E., AbdAlmageed, W., Wu, Y., Natarajan, P.: Deep multimodal image-repurposing detection. In: 2018 ACM Multimedia Conference on Multimedia Conference, pp. 1337–1345. ACM (2018) Sabir, E., AbdAlmageed, W., Wu, Y., Natarajan, P.: Deep multimodal image-repurposing detection. In: 2018 ACM Multimedia Conference on Multimedia Conference, pp. 1337–1345. ACM (2018)
32.
Zurück zum Zitat Shu, K., Mahudeswaran, D., Wang, S., Lee, D., Liu, H.: Fakenewsnet: a data repository with news content, social context and dynamic information for studying fake news on social media. arXiv preprint arXiv:1809.01286 (2018) Shu, K., Mahudeswaran, D., Wang, S., Lee, D., Liu, H.: Fakenewsnet: a data repository with news content, social context and dynamic information for studying fake news on social media. arXiv preprint arXiv:1809.01286 (2018)
33.
Zurück zum Zitat Shu, K., Sliva, A., Wang, S., Tang, J., Liu, H.: Fake news detection on social media: a data mining perspective. ACM SIGKDD Explor. Newsletter 19(1), 22–36 (2017)CrossRef Shu, K., Sliva, A., Wang, S., Tang, J., Liu, H.: Fake news detection on social media: a data mining perspective. ACM SIGKDD Explor. Newsletter 19(1), 22–36 (2017)CrossRef
34.
Zurück zum Zitat Simonyan, K., Zisserman, A.: Very deep convolutional networks for large-scale image recognition. arXiv preprint arXiv:1409.1556 (2014) Simonyan, K., Zisserman, A.: Very deep convolutional networks for large-scale image recognition. arXiv preprint arXiv:1409.1556 (2014)
35.
Zurück zum Zitat Sun, S., Liu, H., He, J., Du, X.: Detecting event rumors on Sina Weibo automatically. In: Asia-Pacific Web Conference, pp. 120–131. Springer (2013) Sun, S., Liu, H., He, J., Du, X.: Detecting event rumors on Sina Weibo automatically. In: Asia-Pacific Web Conference, pp. 120–131. Springer (2013)
36.
Zurück zum Zitat Sunstein, C.R.: On Rumors: How Falsehoods Spread, Why We Believe Them, and What Can Be Done. Princeton University Press, Princeton (2014)CrossRef Sunstein, C.R.: On Rumors: How Falsehoods Spread, Why We Believe Them, and What Can Be Done. Princeton University Press, Princeton (2014)CrossRef
37.
Zurück zum Zitat Wang, W., Farid, H.: Exposing digital forgeries in video by detecting double MPEG compression. In: Proceedings of the 8th Workshop on Multimedia and Security, pp. 37–47. ACM (2006) Wang, W., Farid, H.: Exposing digital forgeries in video by detecting double MPEG compression. In: Proceedings of the 8th Workshop on Multimedia and Security, pp. 37–47. ACM (2006)
38.
Zurück zum Zitat Wang, W., Farid, H.: Exposing digital forgeries in video by detecting double quantization. In: Proceedings of the 11th ACM Workshop on Multimedia and Security, pp. 39–48. ACM (2009) Wang, W., Farid, H.: Exposing digital forgeries in video by detecting double quantization. In: Proceedings of the 11th ACM Workshop on Multimedia and Security, pp. 39–48. ACM (2009)
39.
Zurück zum Zitat Wang, W.Y.: “Liar, liar pants on fire”: a new benchmark dataset for fake news detection. In: Proceedings of the 55th Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers), pp. 422–426 (2017) Wang, W.Y.: “Liar, liar pants on fire”: a new benchmark dataset for fake news detection. In: Proceedings of the 55th Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers), pp. 422–426 (2017)
40.
Zurück zum Zitat Wang, Y., Ma, F., Jin, Z., Yuan, Y., Xun, G., Jha, K., Su, L., Gao, J.: Eann: event adversarial neural networks for multi-modal fake news detection. In: Proceedings of the 24th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining, pp. 849–857. ACM (2018) Wang, Y., Ma, F., Jin, Z., Yuan, Y., Xun, G., Jha, K., Su, L., Gao, J.: Eann: event adversarial neural networks for multi-modal fake news detection. In: Proceedings of the 24th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining, pp. 849–857. ACM (2018)
41.
Zurück zum Zitat Wang, Z., Sheikh, H.R., Bovik, A.C.: No-reference perceptual quality assessment of jpeg compressed images. In: Proceedings. International Conference on Image Processing, vol. 1, pp. I–I. IEEE (2002) Wang, Z., Sheikh, H.R., Bovik, A.C.: No-reference perceptual quality assessment of jpeg compressed images. In: Proceedings. International Conference on Image Processing, vol. 1, pp. I–I. IEEE (2002)
42.
Zurück zum Zitat Wu, K., Yang, S., Zhu, K.Q.: False rumors detection on Sina Weibo by propagation structures. In: 2015 IEEE 31st International Conference on Data Engineering, pp. 651–662. IEEE (2015) Wu, K., Yang, S., Zhu, K.Q.: False rumors detection on Sina Weibo by propagation structures. In: 2015 IEEE 31st International Conference on Data Engineering, pp. 651–662. IEEE (2015)
43.
Zurück zum Zitat Yang, F., Liu, Y., Yu, X., Yang, M.: Automatic detection of rumor on Sina Weibo. In: Proceedings of the ACM SIGKDD Workshop on Mining Data Semantics. p. 13. ACM (2012) Yang, F., Liu, Y., Yu, X., Yang, M.: Automatic detection of rumor on Sina Weibo. In: Proceedings of the ACM SIGKDD Workshop on Mining Data Semantics. p. 13. ACM (2012)
44.
Zurück zum Zitat Yang, X., Li, Y., Lyu, S.: Exposing deep fakes using inconsistent head poses. In: ICASSP 2019–2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp. 8261–8265. IEEE (2019) Yang, X., Li, Y., Lyu, S.: Exposing deep fakes using inconsistent head poses. In: ICASSP 2019–2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp. 8261–8265. IEEE (2019)
45.
Zurück zum Zitat Zampoglou, M., Papadopoulos, S., Kompatsiaris, Y., Bouwmeester, R., Spangenberg, J.: Web and social media image forensics for news professionals. In: Tenth International AAAI Conference on Web and Social Media (2016) Zampoglou, M., Papadopoulos, S., Kompatsiaris, Y., Bouwmeester, R., Spangenberg, J.: Web and social media image forensics for news professionals. In: Tenth International AAAI Conference on Web and Social Media (2016)
46.
Zurück zum Zitat Zhang, D.Y., Shang, L., Geng, B., Lai, S., Li, K., Zhu, H., Amin, M.T., Wang, D.: Fauxbuster: a content-free fauxtography detector using social media comments. In: 2018 IEEE International Conference on Big Data (Big Data), pp. 891–900. IEEE (2018) Zhang, D.Y., Shang, L., Geng, B., Lai, S., Li, K., Zhu, H., Amin, M.T., Wang, D.: Fauxbuster: a content-free fauxtography detector using social media comments. In: 2018 IEEE International Conference on Big Data (Big Data), pp. 891–900. IEEE (2018)
47.
Zurück zum Zitat Zhao, X., Li, J., Li, S., Wang, S.: Detecting digital image splicing in chroma spaces. In: International Workshop on Digital Watermarking, pp. 12–22. Springer (2010) Zhao, X., Li, J., Li, S., Wang, S.: Detecting digital image splicing in chroma spaces. In: International Workshop on Digital Watermarking, pp. 12–22. Springer (2010)
48.
Zurück zum Zitat Zlatkova, D., Nakov, P., Koychev, I.: Fact-checking meets fauxtography: verifying claims about images. In: Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing and the 9th International Joint Conference on Natural Language Processing (EMNLP-IJCNLP), pp. 2099–2108 (2019) Zlatkova, D., Nakov, P., Koychev, I.: Fact-checking meets fauxtography: verifying claims about images. In: Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing and the 9th International Joint Conference on Natural Language Processing (EMNLP-IJCNLP), pp. 2099–2108 (2019)
49.
Zurück zum Zitat Zubiaga, A., Aker, A., Bontcheva, K., Liakata, M., Procter, R.: Detection and resolution of rumours in social media: a survey. ACM Comput. Surv. (CSUR) 51(2), 32 (2018) Zubiaga, A., Aker, A., Bontcheva, K., Liakata, M., Procter, R.: Detection and resolution of rumours in social media: a survey. ACM Comput. Surv. (CSUR) 51(2), 32 (2018)
Metadaten
Titel
Exploring the Role of Visual Content in Fake News Detection
verfasst von
Juan Cao
Peng Qi
Qiang Sheng
Tianyun Yang
Junbo Guo
Jintao Li
Copyright-Jahr
2020
DOI
https://doi.org/10.1007/978-3-030-42699-6_8

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