Dr Priyanka Singh
Lecturer in Cyber Security
School of Electrical Engineering and Computer Science
Researcher biography
I am a passionate researcher with a background in computer science and a strong commitment to leveraging technology for the betterment of society. I hold a PhD in Image Forensics and have had the privilege of conducting postdoctoral research at prestigious institutions such as SUNY Albany and Dartmouth College, where I had the opportunity to collaborate closely with Prof. Hany Farid.
During my postdoc at Dartmouth College, I focused my research efforts on addressing a critical societal issue - real-time child pornography detection. This research not only garnered recognition within the academic community but also earned praise from luminaries like Prof. Ramesh Raskar at MIT, who invited me to share my insights through a talk at MIT.
I primarily works in the area of Cyber Security, Digital Forensics, Privacy and Security Aspects, Homomorphic Encryption and Cloud Computing.
As I continue my research journey, I remain committed to making a positive impact through innovation and collaboration. I am excited about the opportunities that lie ahead and the potential for technology to create a safer and more inclusive world.
PhD and MPhil Supervision
- View current and completed supervisions on UQ Researchers.
Find out more information on how to apply for a Research Higher Degree (MPhil or PhD). For all enquiries regarding research supervision, please contact us.
Book Chapter
Patel, Nisarg, Parmar, Siddhraj, Singh, Priyanka and Mohanty, Manoranjan (2023). XAIForCOVID-19: A comparative analysis of various explainable AI techniques for COVID-19 diagnosis using chest x-ray images. Communications in computer and information science. (pp. 503-517) edited by Deep Gupta, Kishor Bhurchandi, Subrahmanyam Murala, Balasubramanian Raman and Sanjeev Kumar. Cham, Switzerland: Springer Nature Switzerland. doi: 10.1007/978-3-031-31417-9_38
Journal Articles
Jena, Riyanka, Singh, Priyanka and Mohanty, Manoranjan (2023). PP-JPEG: A Privacy-Preserving JPEG Image-Tampering Localization. Journal of Imaging, 9 (9) 172, 1-15. doi: 10.3390/jimaging9090172
Singh, Divakar, Singh, Priyanka, Jena, Riyanka and Chakraborty, Rajat Subhra (2022). An image forensic technique based on JPEG ghosts. Multimedia Tools and Applications, 82 (9), 14153-14169. doi: 10.1007/s11042-022-13699-x
Mohanty, Manoranjan, Jena, Riyanka and Singh, Priyanka (2022). Can Zoom video conferencing tool be misused for real-time cybercrime?. Wiley Interdisciplinary Reviews: Forensic Science, 4 (1) e1419, 1-6. doi: 10.1002/wfs2.1419
Singh, Priyanka and Atrey, Pradeep K. (2019). Recovering tampered regions in encrypted video using POB number system. Signal Processing-Image Communication, 74, 96-109. doi: 10.1016/j.image.2019.01.009
Singh, Priyanka, Agarwal, Nishant and Raman, Balasubramanian (2018). Secure data deduplication using secret sharing schemes over cloud. Future Generation Computer Systems, 88, 156-167. doi: 10.1016/j.future.2018.04.097
Singh, Priyanka, Roy, Partha Pratim and Raman, Balasubramanian (2018). Writer identification using texture features: a comparative study. Computers and Electrical Engineering, 71, 1-12. doi: 10.1016/j.compeleceng.2018.07.003
Singh, Priyanka, Raman, Balasubramanian and Roy, Partha Pratim (2018). Detection of seal and signature entities with hierarchical recovery based on watermark self embedding in tampered digital documents. Displays, 54, 47-59. doi: 10.1016/j.displa.2018.09.004
Singh, Priyanka, Raman, Balasubramanian and Misra, Manoj (2018). Just process me, without knowing me: a secure encrypted domain processing based on Shamir secret sharing and POB number system. Multimedia Tools and Applications, 77 (10), 12581-12605. doi: 10.1007/s11042-017-4906-4
Saini, Rajkumar, Kaur, Barjinder, Singh, Priyanka, Kumar, Pradeep, Roy, Partha Pratim, Raman, Balasubramanian and Singh, Dinesh (2018). Don't just sign use brain too: a novel multimodal approach for user identification and verification. Information Sciences, 430, 163-178. doi: 10.1016/j.ins.2017.11.045
Singh, Priyanka and Raman, Balasubramanian (2018). Reversible data hiding based on Shamir's secret sharing for color images over cloud. Information Sciences, 422, 77-97. doi: 10.1016/j.ins.2017.08.077
Singh, Priyanka, Raman, Balasubramanian and Misra, Manoj (2018). A (n, n) threshold non-expansible XOR based visual cryptography with unique meaningful shares. Signal Processing, 142, 301-319. doi: 10.1016/j.sigpro.2017.06.015
Singh, Priyanka and Raman, Balasubramanian (2017). A secured robust watermarking scheme based on majority voting concept for rightful ownership assertion. Multimedia Tools and Applications, 76 (20), 21497-21517. doi: 10.1007/s11042-016-4006-x
Singh, Priyanka, Raman, Balasubramanian and Misra, Manoj (2017). A secure image sharing scheme based on SVD and Fractional Fourier Transform. Signal Processing: Image Communication, 57, 46-59. doi: 10.1016/j.image.2017.04.012
Gauba, Himaanshu, Kumar, Pradeep, Roy, Partha Pratim, Singh, Priyanka, Dogra, Debi Prosad and Raman, Balasubramanian (2017). Prediction of advertisement preference by fusing EEG response and sentiment analysis. Neural Networks, 92, 77-88. doi: 10.1016/j.neunet.2017.01.013
Mittal, Anshul, Roy, Partha Pratim, Singh, Priyanka and Raman, Balasubramanian (2017). Rotation and script independent text detection from video frames using sub pixel mapping. Journal of Visual Communication and Image Representation, 46, 187-198. doi: 10.1016/j.jvcir.2017.03.002
Singh, Priyanka, Raman, Balasubramanian, Agarwal, Nishant and Atrey, Pradeep K. (2017). Secure Cloud-Based Image Tampering Detection and Localization Using POB Number System. ACM Transactions on Multimedia Computing, Communications, and Applications, 13 (3), 1-23. doi: 10.1145/3077140
Singh, Priyanka, Raman, Balasubramanian and Agarwal, Nishant (2017). Toward encrypted video tampering detection and localization based on POB number system over cloud. IEEE Transactions on Circuits and Systems for Video Technology, 28 (9), 2116-2130. doi: 10.1109/tcsvt.2017.2716828
Singh, Priyanka and Raman, Balasubramanian (2017). Reversible data hiding for rightful ownership assertion of images in encrypted domain over cloud. AEUe: International Journal of Electronics and Communication, 76, 18-35. doi: 10.1016/j.aeue.2017.03.005
Singh, Priyanka and Agarwal, Suneeta (2017). A self recoverable dual watermarking scheme for copyright protection and integrity verification. Multimedia Tools and Applications, 76 (5), 6389-6428. doi: 10.1007/s11042-015-3198-9
Singh, Priyanka, Raman, Balasubramanian and Roy, Partha Pratim (2017). A multimodal biometric watermarking system for digital images in redundant discrete wavelet transform. Multimedia Tools and Applications, 76 (3), 3871-3897. doi: 10.1007/s11042-016-4048-0
Singh, Priyanka and Agarwal, Suneeta (2016). An efficient fragile watermarking scheme with multilevel tamper detection and recovery based on dynamic domain selection. Multimedia Tools and Applications, 75 (14), 8165-8194. doi: 10.1007/s11042-015-2736-9
Conference Papers
Kumar, Mayank, Agrawal, Radha and Singh, Priyanka (2023). RAFT: Evaluating Federated Learning Resilience Against Threats. IEEE. doi: 10.1109/sin60469.2023.10474931
Kumar, Mayank, Agrawal, Radha and Singh, Priyanka (2023). BATFL: Battling Backdoor Attacks in Federated Learning. IEEE. doi: 10.1109/sin60469.2023.10474981
Jena, Riyanka, Singh, Priyanka and Mohanty, Manoranjan (2023). PPAuth: A privacy-preserving framework for authentication of digital image. 7th International Symposium on Cyber Security, Cryptology, and Machine Learning, CSCML 2023, Be'er Sheva, Israel, 29–30 June 2023. Cham, Switzerland: Springer. doi: 10.1007/978-3-031-34671-2_14
Gajbhiye, Saurabh, Singh, Priyanka and Gupta, Shaifu (2023). Data poisoning attack by label flipping on SplitFed learning. 5th International Conference, RTIP2R 2022, Kingsville, TX United States, 1-2 December 2022. Cham, Switzerland: Springer Science and Business Media Deutschland GmbH. doi: 10.1007/978-3-031-23599-3_30
Jain, Mishel, Singh, Priyanka and Raman, Balasubramanian (2022). SHELBRS: Location-based recommendation services using switchable homomorphic encryption. 11th International Conference on Security, Privacy, and Applied Cryptography Engineering (SPACE), Kolkata, India, 10–13 December 2021. Cham, Switzerland: Springer. doi: 10.1007/978-3-030-95085-9_4
Talavia, Yaksh, Singh, Priyanka and Manoharan, Sathiamoorthy (2021). Covid-19 Tracker: A data visualization tool for time series data of pandemic in India. 8th IEEE Asia-Pacific Conference on Computer Science and Data Engineering (IEEE CSDE), Brisbane, QLD Australia, 8-10 December 2021. Piscataway, NJ United States: Institute of Electrical and Electronics Engineers. doi: 10.1109/csde53843.2021.9718425
Rohan, Pucha, Singh, Priyanka and Mohanty, Manoranjan (2021). Effect of Environmental Conditions on PRNU. 2021 IEEE 24th International Conference on Computational Science and Engineering, CSE 2021, Shenyang, China, 20-22 October 2021. Piscataway, NJ United States: Institute of Electrical and Electronics Engineers. doi: 10.1109/cse53436.2021.00031
Singh, Priyanka (2021). Robust homomorphic video hashing. 2021 IEEE 4th International Conference on Multimedia Information Processing and Retrieval (MIPR), Tokyo, Japan, 8-10 September 2021. Piscataway, NJ, United States: Institute of Electrical and Electronics Engineers. doi: 10.1109/mipr51284.2021.00021
Singh, Arun Kumar and Singh, Priyanka (2021). Detection of AI-Synthesized Speech Using Cepstral & Bispectral Statistics. 2021 IEEE 4th International Conference on Multimedia Information Processing and Retrieval (MIPR), Tokyo, Japan, 8-10 September 2021. Piscataway, NJ United States: Institute of Electrical and Electronics Engineers. doi: 10.1109/mipr51284.2021.00076
Gupta, Megha and Singh, Priyanka (2021). An Image Forensic Technique Based on SIFT Descriptors and FLANn Based Matching. 2021 12th International Conference on Computing Communication and Networking Technologies (ICCCNT), Kharagpur, India, 6-8 July 2021. Piscataway, NJ United States: Institute of Electrical and Electronics Engineers. doi: 10.1109/icccnt51525.2021.9579701
Garikipati, Ganeshsai, Roshani,, Mathuria, Anish and Singh, Priyanka (2020). HEDrone: Privacy-preserving proof-of-alibi for drone compliance based on homomorphic encryption. 10th International Conference on Security, Privacy and Applied Cryptography Engineering, SPACE 2020, Kolkata, India, 17–21 December 2020. Cham, Switzerland: Springer. doi: 10.1007/978-3-030-66626-2_8
Nirwal, Ayush, Khandelwal, Raghav, Patel, Smit and Singh, Priyanka (2020). A forensic technique to detect copy-move forgery based on image statistics. 10th International Conference, SPACE 2020, Kolkata, India, 17-20 December 2020. Cham, Switzerland: Springer Cham. doi: 10.1007/978-3-030-66626-2_5
Shukla, Pushkar, Gupta, Tanu, Singh, Priyanka and Raman, Balasubramanian (2019). CARTOONNET: Caricature recognition of public figures. 3rd International Conference on Computer Vision and Image Processing (CVIP), Jabalpur, India, 29 September - 1 October 2018. Singapore: Springer. doi: 10.1007/978-981-32-9088-4_1
Singh, Priyanka and Farid, Hany (2019). Robust homomorphic image hashing. 32nd IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, CVPRW 2019, Long Beach, CA United States, 16 - 20 June 2019. Piscataway, NJ, United States: IEEE Computer Society.
Sharma, Neha, Singh, Priyanka and Atrey, Pradeep K. (2018). SecureCMerge: Secure PDF Merging Over Untrusted Servers. 1st IEEE Conference on Multimedia Information Processing and Retrieval (MIPR), Miami, FL United States, 10-12 April 2018. Piscataway, NJ United States: Institute of Electrical and Electronics Engineers. doi: 10.1109/mipr.2018.00087
Patil, Vikram, Singh, Priyanka, Parikh, Shivam and Atrey, Pradeep K. (2018). GeoSClean: secure cleaning of GPS trajectory data using anomaly detection. 1st IEEE Conference on Multimedia Information Processing and Retrieval (MIPR), Miami, FL USA, 10-12 April 2018. New York, NY USA: Institute of Electrical and Electronics Engineers. doi: 10.1109/mipr.2018.00037
Agarwala, Ashish, Singh, Priyanka and Atrey, Pradeep K. (2018). Client Side Secure Image Deduplication Using DICE Protocol. 1st IEEE Conference on Multimedia Information Processing and Retrieval (MIPR), Miami, FL United States, 10-12 April 2018. Piscataway, NJ United States: Institute of Electrical and Electronics Engineers. doi: 10.1109/mipr.2018.00089
Pandey, Aishwary K., Singh, Priyanka, Agarwal, Nishant and Raman, Balasubramanian (2018). SecMed: A Secure Approach for Proving Rightful Ownership of Medical Images in Encrypted Domain over Cloud. 2018 IEEE Conference on Multimedia Information Processing and Retrieval (MIPR), Miami, FL United States, 10-12 April 2018. Piscataway, NJ United States: Institute of Electrical and Electronics Engineers. doi: 10.1109/mipr.2018.00085
Singh, Priyanka, Arora, Shashank, Williamson, Kaliel and Atrey, Pradeep K. (2017). S3Email: A Method for Securing Emails from Service Providers. IEEE International Conference on Systems, Man, and Cybernetics (SMC), Banff, Canada, 5-8 October 2017. Piscataway, NJ United States: Institute of Electrical and Electronics Engineers. doi: 10.1109/SMC.2017.8122941
Agarwala, Ashish, Singh, Priyanka and Atrey, Pradeep K. (2017). DICE: A Dual Integrity Convergent Encryption Protocol for Client Side Secure Data Deduplication. IEEE International Conference on Systems, Man, and Cybernetics (SMC), Banff, Canada, 5-8 October 2017. Piscataway, NJ United States: Institute of Electrical and Electronics Engineers. doi: 10.1109/SMC.2017.8122942
Patil, Vikram, Parikh, Shivam, Singh, Priyanka and Atrey, Pradeep K. (2017). GeoSecure: Towards Secure Outsourcing of GPS Data over Cloud. 2017 IEEE Conference on Communications and Network Security (CNS), Las Vegas, NV United States, 9-11 October 2017. Piscataway, NJ United States: Institute of Electrical and Electronics Engineers. doi: 10.1109/cns.2017.8228699
Rajput, Amitesh Singh, Singh, Priyanka and Raman, Balasubramanian (2017). CryptFine: Towards secure cloud based filtering in encrypted domain. Conference on ISEA Asia Security and Privacy (ISEASP), Surat, India, 29 January - 1 February 2017. Piscataway, NJ United States: Institute of Electrical and Electronics Engineers. doi: 10.1109/ISEASP.2017.7976985
Shukla, Pushkar, Gupta, Tanu, Saini, Aradhya, Singh, Priyanka and Balasubramanian, Raman (2017). A deep learning frame-work for recognizing developmental disorders. 17th IEEE Winter Conference on Applications of Computer Vision (WACV), Santa Rosa, CA United States, 24-31 March 2017. Piscataway, NJ United States: Institute of Electrical and Electronics Engineers. doi: 10.1109/wacv.2017.84
Shivani, Shivendra, Singh, Priyanka and Agarwal, Suneeta (2017). A dual watermarking scheme for ownership verification and pixel level authentication. 9th International Conference on Computer and Automation Engineering, ICCAE 2017, Sydney, NSW Australia, 18 - 21 February 2017. New York, NY United States: Association for Computing Machinery. doi: 10.1145/3057039.3057042
Gautam, Anjali, Singh, Priyanka, Raman, Balasubramanian and Bhadauria, Harvendra (2017). Automatic classification of leukocytes using morphological features and Naïve Bayes classifier. IEEE Region 10 Conference (TENCON), Singapore, 22-25 November 2016. Piscataway, NJ, United States: Institute of Electrical and Electronics Engineers. doi: 10.1109/tencon.2016.7848161
Singh, Priyanka, Agarwal, Nishant and Raman, Balasubramanian (2016). Don't see me, just filter me : towards secure cloud based filtering using Shamir's secret sharing and POB number system. ICVGIP '16: Indian Conference on Computer Vision, Graphics and Image Processing, Guwahati Assam, India, 18 - 22 December 2016. New York, NY United States: Association for Computing Machinery. doi: 10.1145/3009977.3010036
Singh, Priyanka, Raman, Balasubramanian and Misra, Manoj (2016). Region of Interest Based Robust Watermarking Scheme Exploiting the Homogeneity Analysis. IEEE Region 10 Conference (TENCON), Singapore, 22-25 November 2016. Piscataway, NJ United States: Institute of Electrical and Electronics Engineers. doi: 10.1109/TENCON.2016.7848385
Singh, Priyanka, Raman, Balasubramanian and Misra, Manoj (2016). A Reversible Robust Watermarking Scheme Based on Two out of Two Visual Cryptography Approach. IEEE Region 10 Conference (TENCON), Singapore, 22-25 November 2016. Piscataway, NJ United States: Institute of Electrical and Electronics Engineers. doi: 10.1109/tencon.2016.7848293
Gautam, Anjali, Singh, Priyanka, Raman, Balasubramanian and Bhadauria, Harvendra (2016). Automatic classification of leukocytes using morphological features and Naive Bayes classifier. IEEE Region 10 Conference (TENCON), Singapore, 22-25 November 2016. New York, NY, United States: IEEE. doi: 10.1109/TENCON.2016.7848161
Singh, Priyanka, Shivani, Shivendra and Agarwal, Suneeta (2014). A chaotic map based DCT-SVD watermarking scheme for rightful ownership verification. 2014 Students Conference on Engineering and Systems, Allahabad, India, 28-30 May 2014. Piscataway, NJ United States: Institute of Electrical and Electronics Engineers. doi: 10.1109/sces.2014.6880048
Singh, Priyanka, Agarwal, Suneeta and Pandey, Akanksha (2013). A hybrid DWT-SVD based robust watermarking scheme for color images and its comparative performance in YIQ and YUV color spaces. 3rd IEEE International Advance Computing Conference (IACC), Ghaziabad, India, 22-23 February 2013. New York, NY, United States: IEEE. doi: 10.1109/IAdCC.2013.6514400
Singh, Priyanka and Agarwal, Suneeta (2013). A hybrid DCT-SVD based robust watermarking scheme for copyright protection. AFRICON Conference, Pointe aux Piments, Mauritius, 9-12 September 2013. New York, NY, United States: IEEE. doi: 10.1109/AFRCON.2013.6757709