DSMIKervNet: dual stream multi-kernel integration kervolutional neural network for face spoof detection Ravi Pratap Singh, Ratnakar Dash, Ramesh Kumar Mohapatra International Journal of Parallel Emergent and Distributed Systems, 2026 This study proposes DSMIKervNet, a Dual-Stream Multi-Kernel Integration Kervolutional Neural Network for face anti-spoofing. The model introduces a novel multi-kernel kervolutional layer that integrates polynomial, wave, inverse multiquadric, and Laplacian kernels to learn complex non-linear spoofing patterns. The dual-stream design processes RGB and LBP images in parallel, enhancing both spatial and texture-based feature learning. These are fused using the integrated multi-kernel approach to enhance discriminative power. Extensive experiments on five benchmark datasets, MSU-MFSD, NUAA, LCC-FASD, ROSE-Youtu, and 3DMAD, show that DSMIKervNet achieves up to 15–25% higher accuracy and 40% lower ACER than existing CNN-based methods. These results highlight its superior robustness, adaptability, and potential for real-world biometric authentication systems.
Enhanced Coverless Image Steganography Using Bit-Plane Segmentation, DWT and ORB for Secure Data Transmission Anshu Sharma, Jeet Nath, Sourabh Debnath, Ramesh Kumar Mohapatra International Conference on Artificial Intelligence and Emerging Technologies Icaiet 2025, 2025 Coverless Image Steganography (CIS) is an advanced technique for secure data transmission that avoids direct modification of cover images, thereby reducing vulnerability to steganalysis. This work introduces an enhanced CIS method that combines Bit-Plane Segmentation, Discrete Wavelet Transform (DWT), and Oriented FAST and Rotated BRIEF (ORB) feature extraction to improve security, robustness, and imperceptibility. The process begins with bit-plane segmentation, where the most significant bit plane (MSB) of an image are extracted, focusing on the higher-order bits that retain crucial structural information. Next, DWT is applied to decompose the image into frequency subbands, with the LL subband selected for further processing due to its high energy concentration and resilience against compression and noise. ORB feature extraction is then performed on the MSB planes, detecting keypoints and generating binary descriptors that uniquely represent the image content. These ORB-based descriptors are mapped to secret information, ensuring secure data embedding without altering the original image. By integrating these techniques, the proposed approach improves imperceptibility, maintains robustness against image transformations, and strengthens security by using featurebased data retrieval instead of traditional embedding methods, making it a promising solution for covert communication.
Real-time Indian TSR using MDEffNet Banhi Sanyal, Anshuman Padhy, Ramesh Kumar Mohapatra, Ratnakar Dash 2022 2nd International Conference on Artificial Intelligence and Signal Processing Aisp 2022, 2022
Automated TSR Using DNN Approach for Intelligent Vehicles Banhi Sanyal, Piyush R. Biswal, R.K. Mohapatra, Ratnakar Dash, Ankush Agarwalla New Advanced Society Artificial Intelligence and Industrial Internet of Things Paradigm, 2022
SVM and Ensemble-SVM in EEG-Based Person Identification Banee Bandana Das, Saswat Kumar Ram, Bibudhendu Pati, Chhabi Rani Panigrahi, Korra Sathya Babu, Ramesh Kumar Mohapatra Advances in Intelligent Systems and Computing, 2021
Traffic Sign Recognition: A Survey Banhi Sanyal, Ramesh Kumar Mohapatra, Ratnakar Dash 2020 International Conference on Artificial Intelligence and Signal Processing Aisp 2020, 2020
Sentiment analysis using Telugu SentiWordNet Reddy Naidu, Santosh Kumar Bharti, Korra Sathya Babu, Ramesh Kumar Mohapatra Proceedings of the 2017 International Conference on Wireless Communications Signal Processing and Networking Wispnet 2017, 2017
DEFuseNet: A domain-enhanced fusion network for generalizable face anti-spoofing RP Singh, R Dash, RK Mohapatra Neurocomputing, 134092 , 2026 2026
DSMIKervNet: dual stream multi-kernel integration kervolutional neural network for face spoof detection RP Singh, R Dash, RK Mohapatra International Journal of Parallel, Emergent and Distributed Systems, 1-26 , 2026 2026
Unveiling explainability in face anti-spoofing: Hybrid feature extraction with XAI-guided feature aggregation RP Singh, R Dash, RK Mohapatra Pattern Recognition 169, 111905 , 2026 2026 Citations: 9
Enhanced Coverless Image Steganography Using Bit-Plane Segmentation, DWT and ORB for Secure Data Transmission A Sharma, J Nath, S Debnath, RK Mohapatra 2025 International Conference on Artificial intelligence and Emerging … , 2025 2025
Deep learning based optimized diagnostic model for diabetic retinopathy detection S Barik, RK Mohapatra, R Dash Intelligent Computing Techniques and Applications, 227-229 , 2025 2025
A robust secret data sharing through coverless video steganography based on average DC coefficient on bit plane segmentation S Debnath, RK Mohapatra, R Dash Computers and Electrical Engineering 120, 109766 , 2024 2024 Citations: 6
Person identification using autoencoder-CNN approach with multitask-based EEG biometric B Bandana Das, S Kumar Ram, K Sathya Babu, RK Mohapatra, ... Multimedia Tools and Applications 83 (35), 83205-83225 , 2024 2024 Citations: 29
Fusion of deep and wavelet feature representation for improved melanoma classification SR Sahoo, R Dash, RK Mohapatra Multimedia Tools and Applications 83 (35), 82749-82775 , 2024 2024 Citations: 10
Blockchain-Based Patient Record Maintenance System P Singh, S Debnath, RK Mohapatra International Conference on Machine Learning, IoT and Big Data, 371-382 , 2024 2024
Clustering-Based Hybrid Approaches for Air Quality Index (AQI) Prediction M Uday Chandra, S Debnath, RK Mohapatra, J Kumar International Conference on Machine Learning, IoT and Big Data, 175-186 , 2024 2024
A Comparative Analysis of Biometric Face Recognition Algorithms S Verma, S Debnath, J Kumar, RK Mohapatra International Conference on Machine Learning, IoT and Big Data, 355-369 , 2024 2024
Enhancing Security and Efficiency in Signcryption Schemes Using Elliptic Curve Cryptography S Basu, S Debnath, RK Mohapatra International Conference on Machine Learning, IoT and Big Data, 101-111 , 2024 2024
Secure video steganographic model using framelet transform and elliptic curve cryptography S Rout, RK Mohapatra Multimedia Tools and Applications 83 (9), 25191-25212 , 2024 2024 Citations: 3
Indian TSR for partial occlusion using GDNN B Sanyal, R Mohapatra, R Dash Multimedia Tools and Applications 83 (7), 19485-19500 , 2024 2024 Citations: 4
Improving melanoma classification using transfer learning based wavelet features SR Sahoo, R Dash, RK Mohapatra International Conference on Computational Intelligence in Communications and … , 2024 2024
Face Spoof Detection: The Preprocessing Paradigm RP Singh, R Dash, RK Mohapatra International Conference on Advanced Informatics for Computing Research, 15-26 , 2023 2023
Bit plane segmentation and lbp-based coverless video steganography for secure data transmission S Debnath, RK Mohapatra, TS Kulkarni International Conference on Computer Vision and Image Processing, 256-268 , 2023 2023 Citations: 2
Secret data sharing through coverless video steganography based on bit plane segmentation S Debnath, RK Mohapatra, R Dash Journal of Information Security and Applications 78, 103612 , 2023 2023 Citations: 29
System Using Singular Value Decomposition and Item Similarity G Behera, RK Mohapatra, AK Bhoi Intelligent Systems: Proceedings of 3rd International Conference on Machine … , 2023 2023
A customized deep learning framework for skin lesion classification using dermoscopic images SR Sahoo, R Dash, RK Mohapatra Computer Animation and Virtual Worlds 34 (5), e2132 , 2023 2023 Citations: 3
MOST CITED SCHOLAR PUBLICATIONS
A spatio-temporal model for EEG-based person identification BB Das, P Kumar, D Kar, SK Ram, KS Babu, RK Mohapatra Multimedia Tools and Applications 78 (19), 28157-28177 , 2019 2019 Citations: 68
The new advanced society: artificial intelligence and industrial internet of things paradigm SK Panda, RK Mohapatra, S Panda, S Balamurugan John Wiley & Sons , 2022 2022 Citations: 52
Text Summarization with Automatic Keyword Extraction in Telugu e-Newspapers R Naidu, SK Bharti, KS Babu, RK Mohapatra Smart Computing and Informatics: Proceedings of the First International … , 2017 2017 Citations: 51
Offline handwritten signature verification using CNN inspired by inception V1 architecture RK Mohapatra, K Shaswat, S Kedia 2019 Fifth International Conference on Image Information Processing (ICIIP … , 2019 2019 Citations: 50
Sentiment analysis using telugu sentiwordnet R Naidu, SK Bharti, KS Babu, RK Mohapatra 2017 International Conference on Wireless Communications, Signal Processing … , 2017 2017 Citations: 47
Traffic sign recognition: A survey B Sanyal, RK Mohapatra, R Dash 2020 International conference on artificial intelligence and signal … , 2020 2020 Citations: 35
Classification performance analysis of MNIST Dataset utilizing a Multi-resolution Technique RK Mohapatra, B Majhi, SK Jena 2015 International Conference on Computing, Communication and Security … , 2015 2015 Citations: 33
Person identification using autoencoder-CNN approach with multitask-based EEG biometric B Bandana Das, S Kumar Ram, K Sathya Babu, RK Mohapatra, ... Multimedia Tools and Applications 83 (35), 83205-83225 , 2024 2024 Citations: 29
Secret data sharing through coverless video steganography based on bit plane segmentation S Debnath, RK Mohapatra, R Dash Journal of Information Security and Applications 78, 103612 , 2023 2023 Citations: 29
LBP and CNN feature fusion for face anti-spoofing RP Singh, R Dash, RK Mohapatra Pattern Analysis and Applications 26 (2), 773-782 , 2023 2023 Citations: 26
OHCS: A database for handwritten atomic Odia Character Recognition RK Mohapatra, TK Mishra, S Panda, B Majhi 2015 Fifth National Conference on Computer Vision, Pattern Recognition … , 2015 2015 Citations: 26
Coverless image steganography based on DWT approximation and pixel intensity averaging S Biswas, S Debnath, RK Mohapatra 2023 7th International Conference on Trends in Electronics and Informatics … , 2023 2023 Citations: 24
Evaluation of generalization based K-anonymization algorithms D Patil, RK Mohapatra, KS Babu 2017 Third International Conference on Sensing, Signal Processing and … , 2017 2017 Citations: 16
Extraction of segmented vein patterns using repeated line tracking algorithm B Besra, RK Mohapatra 2017 Third International Conference on Sensing, Signal Processing and … , 2017 2017 Citations: 15
Proxy blind signature scheme based on ECDLP S Pradhan, RK Mohapatra International Journal of Engineering Science & Technology 3 (3), 2244-2248 , 2011 2011 Citations: 15
SVM and ensemble-SVM in EEG-based person identification BB Das, SK Ram, B Pati, CR Panigrahi, KS Babu, RK Mohapatra Progress in Advanced Computing and Intelligent Engineering: Proceedings of … , 2020 2020 Citations: 14
Classification of handwritten Odia basic character using Stockwell transform RK Mohapatra, B Majhi, SK Jena International Journal of Applied Pattern Recognition 2 (3), 235-254 , 2015 2015 Citations: 13
DCT based robust coverless information hiding scheme with high capacity T Kulkarni, S Debnath, J Kumar, RK Mohapatra 2023 7th International Conference on Trends in Electronics and Informatics … , 2023 2023 Citations: 12
A New Approach for Leaf Disease Detection using Multilayered Convolutional Neural Network V Shukla, S Rani, RK Mohapatra 2023 3rd International conference on Artificial Intelligence and Signal … , 2023 2023 Citations: 12
Performance improvement in handwritten devanagari character classification S Gupta, RK Mohapatra 2019 Women Institute of Technology Conference on Electrical and Computer … , 2019 2019 Citations: 11