Brijesh Singh
I am a Ph.D. student at Department of Computer Science and Engineering, Indian Institute of Technology Guwahati. Presently, I am working in area of Computer Vision and Image Processing under the joint supervision of Dr. Arijit Sur and Dr. Pinaki Mitra.
Research Interest
My research interests includes- Computer vision, Image processing. Currently, I am working on Steganography and Steganalysis using Deep Learning.
Coding Skills
- Tensorflow
- Pytorch
- Matlab
My Implementations of Existing Steganalysis models
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A New Steganalysis Method using Densely Connected Convnets [code]
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Deep Residual Network for Steganalysis of Digital Images (SRNet) [code]
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Deep Learning Hierarchical Representations for Image Steganalysis (YeNet) [code]
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ReST-Net: Diverse Activation Modules and Parallel Subnets-Based CNN for Spatial Image Steganalysis [code]
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Structural Design of Convolutional Neural Networksfor Steganalysis (XuNet) [code]
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Deep Learning for Steganalysis via Convolutional Neural Networks (GNCNN) [code]
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Hiding Images in Plain Sight: Deep Steganography [code]
Publications
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Singh, B, P K Sharma, R Saxena, A Sur, and P Mitra. “A New Steganalysis Method using Densely Connected Convnets.” In 8th International Conference on Pattern Recognition and Machine Intelligence (2019) - Lecture Notes in Computer Science (LNCS) [Link]
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Rawat, R, B Singh, A Sur, and P Mitra. “Steganalysis for Clustering Modification Direction Steganography.” In Multimedia Tools and Applications (2019) - Springer DOI: [Link]
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Singh, B, M Chhajed, A Sur, and P Mitra. “Steganalysis using Learned Denoising Kernels.”, In Multimedia Tools and Applications (2020) - Springer DOI: [Link]
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Singh, B, A Sur, P Mitra. “Steganalysis of Digital Images Using Deep Fractal Network.”, In IEEE Transactions on Computational Social Systems. (2021) - [Link]
- Singh, B, P K Sharma, S A Huddedar, A Sur, and P Mitra. “StegGAN: Hiding Image within Image using Conditional Generative Adversarial Networks.”, In Multimedia Tools and Applications (2022)[Code]
Tutorial
- CS-574 CVML Tutorial - An introduction to steganography and steganalysis [Slides]
Contact
- Email: brijesh.singh[at]iitg.ac.in
- ResearchGate