Abstract
Artificial intelligence is a rapidly evolving technology that is being used in a variety of industries. This report provides an overview of some artificial intelligence applications used in forensic science. It also describes recent research in various fields of forensics, and we implemented a model for a use case in digital forensics.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
References
Homma, N., et al.: A Deep learning aided drowning diagnosis for forensic investigations using post-mortem lung CT images. In: 2020 42nd Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC), pp. 1262–1265 (2020). https://doi.org/10.1109/EMBC44109.2020.9175731
Qureshi, A.H., et al.: Deep CNN-based computer-aided diagnosis for drowning detection using post-mortem lungs CT images. In: 2021 IEEE International Conference on Bioinformatics and Biomedicine (BIBM), pp. 2309–2313 (2021). https://doi.org/10.1109/BIBM52615.2021.9669644
Hou, W., et al.: Exploring effective DNN models for forensic age estimation based on panoramic radiograph images. In: 2021 International Joint Conference on Neural Networks (IJCNN), pp. 1–8 (2021). https://doi.org/10.1109/IJCNN52387.2021.9533672
Štern, D., Payer, C., Giuliani, N., Urschler, M.: Automatic age estimation and majority age classification from multi-factorial MRI data. IEEE J. Biomed. Health Inform. 23(4), 1392–1403 (2019). https://doi.org/10.1109/JBHI.2018.2869606
Al-Amodi, A., Kamel, I., Al-Rawi, N.H., Uthman, A., Shetty, S.: Accuracy of linear measurements of maxillary sinus dimensions in gender identification using machine learning. In: 2021 14th International Conference on Developments in eSystems Engineering (DeSE), pp. 407–412 (2021). https://doi.org/10.1109/DeSE54285.2021.9719421
Karakuş, S., Kaya, M., Tuncer, S.A., Bahşi, M.T., Açikoğlu, M.: A deep learning based fast face detection and recognition algorithm for forensic analysis. In: 2022 10th International Symposium on Digital Forensics and Security (ISDFS), pp. 1–6 (2022). https://doi.org/10.1109/ISDFS55398.2022.9800785
Rodrigues, F.B., Giozza, W.F., de Oliveira Albuquerque, R., GarcÃa Villalba, l.J.: Natural language processing applied to forensics information extraction with transformers and graph visualization. In: IEEE Trans. Comput. Soc. Syst. https://doi.org/10.1109/TCSS.2022.3159677
Jadhav, E., Sankhla, M.S., Kumar, R.: Artificial intelligence: advancing automation in forensic science & criminal investigation. Seybold Rep. 15, 2064–2075 (2020)
Vamsi, V.V.V.N.S., et al.: Deepfake detection in digital media forensics. Glob. Trans. Proc. 3(1), 74–79 (2022). ISSN 2666–285X, https://doi.org/10.1016/j.gltp.2022.04.017
Jafar, M.T., Ababneh, M., Al-Zoube, M., Elhassan, A.: Forensics and analysis of deepfake videos. In: 2020 11th International Conference on Information and Communication Systems (ICICS), pp. 053–058 (2020). https://doi.org/10.1109/ICICS49469.2020.239493
NEWS MEDICAL LIFE SCIENCES, AI in Forensic Science. https://www.news-medical.net/life-sciences/AI-in-Forensic-Science.aspx. Accessed 30 June 2022
Mohsin, K.: Artificial intelligence in forensic science. SSRN Electron. J. (2021). https://doi.org/10.2139/ssrn.3910244
Gupta, S.: Artificial intelligence in forensic science. IRJET (2020). e-ISSN: 2395–0056
@inproceedings{Celeb_DF_cvpr20, author = {Yuezun Li, Xin Yang, Pu Sun, Honggang Qi and Siwei Lyu}, title = {Celeb-DF: A Large-scale Challenging Dataset for DeepFake Forensics}, booktitle= {IEEE Conference on Computer Vision and Patten Recognition (CVPR)}, year = {2020} } - celeb df. Accessed 05 July 2022
Karandikar, A.: Deepfake video detection using convolutional neural network. Int. J. Adv. Trends Comput. Sci. Eng. 9, 1311–1315 (2020). https://doi.org/10.30534/ijatcse/2020/62922020
@inproceedings{Srivastava2013ForensicFS, title={Forensic Face Sketch Recognition Using Computer Vision}, author={Vineet K. Srivastava}, year={2013}
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2023 The Author(s), under exclusive license to Springer Nature Switzerland AG
About this paper
Cite this paper
Mansoor, N., Iliev, A. (2023). Artificial Intelligence in Forensic Science. In: Arai, K. (eds) Advances in Information and Communication. FICC 2023. Lecture Notes in Networks and Systems, vol 652. Springer, Cham. https://doi.org/10.1007/978-3-031-28073-3_11
Download citation
DOI: https://doi.org/10.1007/978-3-031-28073-3_11
Published:
Publisher Name: Springer, Cham
Print ISBN: 978-3-031-28072-6
Online ISBN: 978-3-031-28073-3
eBook Packages: Intelligent Technologies and RoboticsIntelligent Technologies and Robotics (R0)