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Lakshmanan Nataraj
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Journal Articles
- 2023
- [j3]Chandrakanth Gudavalli, Michael Goebel, Tejaswi Nanjundaswamy, Lakshmanan Nataraj, Shivkumar Chandrasekaran, B. S. Manjunath:
Resampling Estimation Based RPC Metadata Verification in Satellite Imagery. IEEE Trans. Inf. Forensics Secur. 18: 3212-3221 (2023) - 2019
- [j2]Jawadul H. Bappy, Cody Simons, Lakshmanan Nataraj, B. S. Manjunath, Amit K. Roy-Chowdhury:
Hybrid LSTM and Encoder-Decoder Architecture for Detection of Image Forgeries. IEEE Trans. Image Process. 28(7): 3286-3300 (2019) - 2016
- [j1]Lakshmanan Nataraj, B. S. Manjunath:
SPAM: Signal Processing to Analyze Malware [Applications Corner]. IEEE Signal Process. Mag. 33(2): 105-110 (2016)
Conference and Workshop Papers
- 2022
- [c24]Chandrakanth Gudavalli, Erik Rosten, Lakshmanan Nataraj, Shivkumar Chandrasekaran, B. S. Manjunath:
SeeTheSeams: Localized Detection of Seam Carving based Image Forgery in Satellite Imagery. CVPR Workshops 2022: 1-11 - [c23]Tajuddin Manhar Mohammed, Lakshmanan Nataraj, Satish Chikkagoudar, Shivkumar Chandrasekaran, B. S. Manjunath:
MalGrid: Visualization of Binary Features in Large Malware Corpora. MILCOM 2022: 279-284 - 2021
- [c22]Tajuddin Manhar Mohammed, Lakshmanan Nataraj, Satish Chikkagoudar, Shivkumar Chandrasekaran, B. S. Manjunath:
Malware Detection Using Frequency Domain-Based Image Visualization and Deep Learning. HICSS 2021: 1-10 - [c21]Michael Goebel, Jason Bunk, Srinjoy Chattopadhyay, Lakshmanan Nataraj, Shivkumar Chandrasekaran, B. S. Manjunath:
Attribution of Gradient Based Adversarial Attacks for Reverse Engineering of Deceptions. Media Watermarking, Security, and Forensics 2021 - [c20]Michael Goebel, Lakshmanan Nataraj, Tejaswi Nanjundaswamy, Tajuddin Manhar Mohammed, Shivkumar Chandrasekaran, B. S. Manjunath:
Detection, Attribution and Localization of GAN Generated Images. Media Watermarking, Security, and Forensics 2021 - [c19]Lakshmanan Nataraj, Michael Goebel, Tajuddin Manhar Mohammed, Shivkumar Chandrasekaran, B. S. Manjunath:
Holistic Image Manipulation Detection using Pixel Cooccurrence Matrices. Media Watermarking, Security, and Forensics 2021 - [c18]Lakshmanan Nataraj, Tajuddin Manhar Mohammed, Tejaswi Nanjundaswamy, Satish Chikkagoudar, Shivkumar Chandrasekaran, B. S. Manjunath:
OMD: Orthogonal Malware Detection using Audio, Image, and Static Features. MILCOM 2021: 703-708 - [c17]Tajuddin Manhar Mohammed, Lakshmanan Nataraj, Satish Chikkagoudar, Shivkumar Chandrasekaran, B. S. Manjunath:
HAPSSA: Holistic Approach to PDF malware detection using Signal and Statistical Analysis. MILCOM 2021: 709-714 - 2019
- [c16]Michael Goebel, Arjuna Flenner, Lakshmanan Nataraj, Bangalore S. Manjunath:
Deep Learning Methods for Event Verification and Image Repurposing Detection. Media Watermarking, Security, and Forensics 2019 - [c15]Lakshmanan Nataraj, Tajuddin Manhar Mohammed, B. S. Manjunath, Shivkumar Chandrasekaran, Arjuna Flenner, Jawadul H. Bappy, Amit K. Roy-Chowdhury:
Detecting GAN generated Fake Images using Co-occurrence Matrices. Media Watermarking, Security, and Forensics 2019 - 2018
- [c14]Arjuna Flenner, Lawrence Peterson, Jason Bunk, Tajuddin Manhar Mohammed, Lakshmanan Nataraj, Bangalore S. Manjunath:
Resampling Forgery Detection Using Deep Learning and A-Contrario Analysis. Media Watermarking, Security, and Forensics 2018 - [c13]Tajuddin Manhar Mohammed, Jason Bunk, Lakshmanan Nataraj, Jawadul H. Bappy, Arjuna Flenner, B. S. Manjunath, Shivkumar Chandrasekaran, Amit K. Roy-Chowdhury, Lawrence A. Peterson:
Boosting Image Forgery Detection using Resampling Features and Copy-move Analysis. Media Watermarking, Security, and Forensics 2018 - 2017
- [c12]Jason Bunk, Jawadul H. Bappy, Tajuddin Manhar Mohammed, Lakshmanan Nataraj, Arjuna Flenner, B. S. Manjunath, Shivkumar Chandrasekaran, Amit K. Roy-Chowdhury, Lawrence Peterson:
Detection and Localization of Image Forgeries Using Resampling Features and Deep Learning. CVPR Workshops 2017: 1881-1889 - [c11]Jawadul H. Bappy, Amit K. Roy-Chowdhury, Jason Bunk, Lakshmanan Nataraj, B. S. Manjunath:
Exploiting Spatial Structure for Localizing Manipulated Image Regions. ICCV 2017: 4980-4989 - 2015
- [c10]Amir M. Rahimi, Lakshmanan Nataraj, B. S. Manjunath:
Features we trust! ICIP 2015: 3476-3480 - [c9]Lakshmanan Nataraj, S. Karthikeyan, B. S. Manjunath:
SATTVA: SpArsiTy inspired classificaTion of malware VAriants. IH&MMSec 2015: 135-140 - 2013
- [c8]Dhilung Kirat, Lakshmanan Nataraj, Giovanni Vigna, B. S. Manjunath:
SigMal: a static signal processing based malware triage. ACSAC 2013: 89-98 - 2011
- [c7]Lakshmanan Nataraj, Vinod Yegneswaran, Phillip A. Porras, Jian Zhang:
A comparative assessment of malware classification using binary texture analysis and dynamic analysis. AISec 2011: 21-30 - [c6]Lakshmanan Nataraj, S. Karthikeyan, G. Jacob, B. S. Manjunath:
Malware images: visualization and automatic classification. VizSEC 2011: 4 - 2010
- [c5]Lakshmanan Nataraj, Anindya Sarkar, B. S. Manjunath:
Precise localization of key-points to identify local regions for robust data hiding. ICIP 2010: 3681-3684 - [c4]Lakshmanan Nataraj, Anindya Sarkar, B. S. Manjunath:
Improving re-sampling detection by adding noise. Media Forensics and Security 2010: 75410I - 2009
- [c3]Lakshmanan Nataraj, Anindya Sarkar, Bangalore S. Manjunath:
Adding Gaussian noise to "denoise" JPEG for detecting image resizing. ICIP 2009: 1493-1496 - [c2]Anindya Sarkar, Lakshmanan Nataraj, B. S. Manjunath:
Detection of seam carving and localization of seam insertions in digital images. MM&Sec 2009: 107-116 - 2008
- [c1]Anindya Sarkar, Lakshmanan Nataraj, B. S. Manjunath, Upamanyu Madhow:
Estimation of optimum coding redundancy and frequency domain analysis of attacks for YASS - a randomized block based hiding scheme. ICIP 2008: 1292-1295
Informal and Other Publications
- 2024
- [i17]Chandrakanth Gudavalli, Erik Rosten, Lakshmanan Nataraj, Shivkumar Chandrasekaran, B. S. Manjunath:
CIMGEN: Controlled Image Manipulation by Finetuning Pretrained Generative Models on Limited Data. CoRR abs/2401.13006 (2024) - 2022
- [i16]Tajuddin Manhar Mohammed, Lakshmanan Nataraj, Satish Chikkagoudar, Shivkumar Chandrasekaran, B. S. Manjunath:
MalGrid: Visualization Of Binary Features In Large Malware Corpora. CoRR abs/2211.02696 (2022) - 2021
- [i15]Tajuddin Manhar Mohammed, Lakshmanan Nataraj, Satish Chikkagoudar, Shivkumar Chandrasekaran, B. S. Manjunath:
Malware Detection Using Frequency Domain-Based Image Visualization and Deep Learning. CoRR abs/2101.10578 (2021) - [i14]Michael Goebel, Jason Bunk, Srinjoy Chattopadhyay, Lakshmanan Nataraj, Shivkumar Chandrasekaran, B. S. Manjunath:
Attribution of Gradient Based Adversarial Attacks for Reverse Engineering of Deceptions. CoRR abs/2103.11002 (2021) - [i13]Lakshmanan Nataraj, Michael Goebel, Tajuddin Manhar Mohammed, Shivkumar Chandrasekaran, B. S. Manjunath:
Holistic Image Manipulation Detection using Pixel Co-occurrence Matrices. CoRR abs/2104.05693 (2021) - [i12]Chandrakanth Gudavalli, Erik Rosten, Lakshmanan Nataraj, Shivkumar Chandrasekaran, B. S. Manjunath:
SeeTheSeams: Localized Detection of Seam Carving based Image Forgery in Satellite Imagery. CoRR abs/2108.12534 (2021) - [i11]Lakshmanan Nataraj, Chandrakanth Gudavalli, Tajuddin Manhar Mohammed, Shivkumar Chandrasekaran, B. S. Manjunath:
Seam Carving Detection and Localization using Two-Stage Deep Neural Networks. CoRR abs/2109.01764 (2021) - [i10]Tajuddin Manhar Mohammed, Lakshmanan Nataraj, Satish Chikkagoudar, Shivkumar Chandrasekaran, B. S. Manjunath:
HAPSSA: Holistic Approach to PDF Malware Detection Using Signal and Statistical Analysis. CoRR abs/2111.04703 (2021) - [i9]Lakshmanan Nataraj, Tajuddin Manhar Mohammed, Tejaswi Nanjundaswamy, Satish Chikkagoudar, Shivkumar Chandrasekaran, B. S. Manjunath:
OMD: Orthogonal Malware Detection Using Audio, Image, and Static Features. CoRR abs/2111.04710 (2021) - 2020
- [i8]Michael Goebel, Lakshmanan Nataraj, Tejaswi Nanjundaswamy, Tajuddin Manhar Mohammed, Shivkumar Chandrasekaran, B. S. Manjunath:
Detection, Attribution and Localization of GAN Generated Images. CoRR abs/2007.10466 (2020) - 2019
- [i7]Michael Goebel, Arjuna Flenner, Lakshmanan Nataraj, B. S. Manjunath:
Deep Learning Methods for Event Verification and Image Repurposing Detection. CoRR abs/1902.04038 (2019) - [i6]Jawadul H. Bappy, Cody Simons, Lakshmanan Nataraj, B. S. Manjunath, Amit K. Roy-Chowdhury:
Hybrid LSTM and Encoder-Decoder Architecture for Detection of Image Forgeries. CoRR abs/1903.02495 (2019) - [i5]Lakshmanan Nataraj, Tajuddin Manhar Mohammed, B. S. Manjunath, Shivkumar Chandrasekaran, Arjuna Flenner, Jawadul H. Bappy, Amit K. Roy-Chowdhury:
Detecting GAN generated Fake Images using Co-occurrence Matrices. CoRR abs/1903.06836 (2019) - 2018
- [i4]Tajuddin Manhar Mohammed, Jason Bunk, Lakshmanan Nataraj, Jawadul H. Bappy, Arjuna Flenner, B. S. Manjunath, Shivkumar Chandrasekaran, Amit K. Roy-Chowdhury, Lawrence Peterson:
Boosting Image Forgery Detection using Resampling Features and Copy-move analysis. CoRR abs/1802.03154 (2018) - [i3]Arjuna Flenner, Lawrence Peterson, Jason Bunk, Tajuddin Manhar Mohammed, Lakshmanan Nataraj, B. S. Manjunath:
Resampling Forgery Detection Using Deep Learning and A-Contrario Analysis. CoRR abs/1803.01711 (2018) - 2017
- [i2]Jason Bunk, Jawadul H. Bappy, Tajuddin Manhar Mohammed, Lakshmanan Nataraj, Arjuna Flenner, B. S. Manjunath, Shivkumar Chandrasekaran, Amit K. Roy-Chowdhury, Lawrence Peterson:
Detection and Localization of Image Forgeries using Resampling Features and Deep Learning. CoRR abs/1707.00433 (2017) - 2016
- [i1]Lakshmanan Nataraj, B. S. Manjunath:
SPAM: Signal Processing to Analyze Malware. CoRR abs/1605.05280 (2016)
Coauthor Index
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