Kaushik Roy

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A new oscillator coupling function for improving the solution of graph coloring problem

Robert Andrawis, Kaushik Roy, K. Roy, 2020 .

Accurate power estimation of CMOS sequential circuits

Kaushik Roy, Tan-Li Chou, 1996, IEEE Trans. Very Large Scale Integr. Syst..

Logic and Memory Design Based on Unequal Error Protection for Voltage-scalable, Robust and Adaptive DSP Systems

Kaushik Roy, Georgios Karakonstantis, Debabrata Mohapatra, 2012, J. Signal Process. Syst..

Functional Read Enabling In-Memory Computations in 1Transistor—1Resistor Memory Arrays

Robert Andrawis, Kaushik Roy, Akhilesh Jaiswal, 2020, IEEE Transactions on Circuits and Systems II: Express Briefs.

Robustness Hidden in Plain Sight: Can Analog Computing Defend Against Adversarial Attacks? pdf

Kaushik Roy, Indranil Chakraborty, Deboleena Roy, 2020, ArXiv.

Vec2Face: Unveil Human Faces From Their Blackbox Features in Face Recognition

Kaushik Roy, Chi Nhan Duong, Thanh-Dat Truong, 2020, 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR).

Comparison of Machine Learning and Deep Learning Models for Network Intrusion Detection Systems

Kaushik Roy, Balakrishna Gokaraju, Niraj Thapa, 2020, Future Internet.

Iris Recognition Using Fuzzy Level Set and GEFE

Kaushik Roy, Brian O'Connor, Joseph Shelton, 2014 .

Explicitly Trained Spiking Sparsity in Spiking Neural Networks with Backpropagation pdf

Kaushik Roy, Jason M. Allred, Steven J. Spencer, 2020, ArXiv.

Hybrid Intelligent Techniques for Pattern Analysis and Understanding

Kaushik Roy, Jaya Paul, Anasua Sarkar, 2017 .

A Study on the Extreme Learning Machine and Its Applications

Kaushik Roy, Nibaran Das, Sk Md Obaidullah, 2019 .

Exploring Vicinal Risk Minimization for Lightweight Out-of-Distribution Detection pdf

Kaushik Roy, Deepak Ravikumar, Sangamesh Kodge, 2020, ArXiv.

Using a Long Short-Term Memory Recurrent Neural Network (LSTM-RNN) to Classify Network Attacks

Kaushik Roy, Albert Esterline, Pramita Sree Muhuri, 2020, Inf..

Relevant-features based Auxiliary Cells for Energy Efficient Detection of Natural Errors pdf

Kaushik Roy, Priyadarshini Panda, Sai Aparna Aketi, 2020, ArXiv.

Machine Learning Algorithms for Preventing IoT Cybersecurity Attacks

Kaushik Roy, Sajad Khorsandroo, Steve Chesney, 2020, IntelliSys.

Circuits and Architectures for In-Memory Computing-Based Machine Learning Accelerators

Kaushik Roy, Indranil Chakraborty, Aayush Ankit, 2020, IEEE Micro.

Tutorial Part 4: Low-Power Design

Kaushik Roy, 2004 .

Multiple Alignment of Structures Using Center Of ProTeins

Asish Mukhopadhyay, Kaushik Roy, Satish Panigrahi, 2014, ISBRA.

Document Processing Using Machine Learning

Kaushik Roy, Teresa Gonçalves, Nibaran Das, 2019 .

Logic Synthesis of Approximate Circuits

Swagath Venkataramani, Kaushik Roy, Amit Sabne, 2020, IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems.

SPACE: Structured Compression and Sharing of Representational Space for Continual Learning pdf

Kaushik Roy, Gobinda Saha, Isha Garg, 2020, IEEE Access.

Resistive Crossbars as Approximate Hardware Building Blocks for Machine Learning: Opportunities and Challenges

Kaushik Roy, Indranil Chakraborty, Anand Raghunathan, 2020, Proceedings of the IEEE.

A Deep Learning Technique to Countermeasure Video-Based Presentation Attacks

Kaushik Roy, Prosenjit Chatterjee, Thomas Danner, 2020 .

Towards spike-based machine intelligence with neuromorphic computing

Kaushik Roy, Priyadarshini Panda, Akhilesh Jaiswal, 2019, Nature.

RMP-SNNs: Residual Membrane Potential Neuron for Enabling Deeper High-Accuracy and Low-Latency Spiking Neural Networks pdf

Kaushik Roy, Gopalakrishnan Srinivasan, Bing Han, 2020, ArXiv.

Structured Learning for Action Recognition in Videos

Kaushik Roy, Gopalakrishnan Srinivasan, Priyadarshini Panda, 2019, IEEE Journal on Emerging and Selected Topics in Circuits and Systems.

Towards Understanding the Effect of Leak in Spiking Neural Networks pdf

Kaushik Roy, Chankyu Lee, Sayeed Shafayet Chowdhury, 2020, Neurocomputing.

Automatic categorization of web text documents using fuzzy inference rule

Kaushik Roy, Ankita Dhar, Himadri Mukherjee, 2020, Sādhanā.

RAMANN: in-SRAM differentiable memory computations for memory-augmented neural networks

Kaushik Roy, Amogh Agrawal, Mustafa Ali, 2020, ISLPED.

PANTHER: A Programmable Architecture for Neural Network Training Harnessing Energy-Efficient ReRAM

Kaushik Roy, John Paul Strachan, Matthew Marinella, 2019, IEEE Transactions on Computers.

Scaling Deep Spiking Neural Networks with Binary Stochastic Activations

Kaushik Roy, Indranil Chakraborty, Deboleena Roy, 2019, 2019 IEEE International Conference on Cognitive Computing (ICCC).

DCT-SNN: Using DCT to Distribute Spatial Information over Time for Learning Low-Latency Spiking Neural Networks pdf

Kaushik Roy, Sayeed Shafayet Chowdhury, Isha Garg, 2020, ArXiv.

Multiple-target tracking and identity management

Leonidas J. Guibas, Inseok Hwang, Kaushik Roy, 2003, Proceedings of IEEE Sensors 2003 (IEEE Cat. No.03CH37498).

TREND: Transferability-Based Robust ENsemble Design pdf

Kaushik Roy, Deepak Ravikumar, Sangamesh Kodge, 2020, IEEE Transactions on Artificial Intelligence.

Using Graphical Models as Explanations in Deep Neural Networks

Kaushik Roy, Mudhakar Srivatsa, Franck Le, 2019, 2019 IEEE 16th International Conference on Mobile Ad Hoc and Sensor Systems (MASS).

Fitted Q-Learning for Relational Domains pdf

Kristian Kersting, Kaushik Roy, Sriraam Natarajan, 2020, ArXiv.

Constructing energy-efficient mixed-precision neural networks through principal component analysis for edge intelligence

Kaushik Roy, Indranil Chakraborty, Deboleena Roy, 2019, Nat. Mach. Intell..

Inherent Adversarial Robustness of Deep Spiking Neural Networks: Effects of Discrete Input Encoding and Non-Linear Activations

Kaushik Roy, Priyadarshini Panda, Saima Sharmin, 2020, ECCV.

Optimized KNN for sequential execution

Kaushik Roy, Amit Bhat, 2016, 2016 International Conference on Inventive Computation Technologies (ICICT).

Conditionally Deep Hybrid Neural Networks Across Edge and Cloud pdf

Kaushik Roy, Indranil Chakraborty, Yinghan Long, 2020, ArXiv.

Computational Intelligence, Communications, and Business Analytics

Kaushik Roy, Teresa Gonçalves, Santanu Phadikar, 2018, Communications in Computer and Information Science.

Fly Wing Biometrics Using Modified Local Binary Pattern, SVMs and Random Forest

Kaushik Roy, Brian O'Connor, Joseph Shelton, 2014 .

Shallow Convolutional Neural Network for COVID-19 Outbreak Screening Using Chest X-rays

Kaushik Roy, Ankita Dhar, Himadri Mukherjee, 2020, Cognitive computation.

Efficient synthesis of AND/XOR networks

Kaushik Roy, Y. Ye, 1997, Proceedings of ASP-DAC '97: Asia and South Pacific Design Automation Conference.

An Investigation of Biometric Authentication in the Healthcare Environment

Kaushik Roy, Albert Esterline, Janelle Mason, 2020, Array.

Multiple-Target Tracking and Identity Management with Application to Aircraft Tracking

Inseok Hwang, Kaushik Roy, Claire J. Tomlin, 2007 .

Energy-Efficient Target Recognition using ReRAM Crossbars for Enabling On-Device Intelligence

Kaushik Roy, Craig M. Vineyard, Aayush Ankit, 2020, 2020 IEEE Workshop on Signal Processing Systems (SiPS).

A Study of Distance Metrics in Document Classification

Kaushik Roy, Ankita Dhar, Niladri Sekhar Dash, 2019 .

Towards Scalable, Efficient and Accurate Deep Spiking Neural Networks with Backward Residual Connections, Stochastic Softmax and Hybridization

Kaushik Roy, Priyadarshini Panda, Sai Aparna Aketi, 2019, ArXiv.

IMAC: In-Memory Multi-Bit Multiplication and ACcumulation in 6T SRAM Array

Kaushik Roy, Amogh Agrawal, Sangamesh Kodge, 2020, IEEE Transactions on Circuits and Systems I: Regular Papers.

Anomaly Detection Using Bidirectional LSTM

Kaushik Roy, Sarah Aljbali, K. Roy, 2020, IntelliSys.

GENIEx: A Generalized Approach to Emulating Non-Ideality in Memristive Xbars using Neural Networks

Kaushik Roy, Mustafa Fayez Ali, Aayush Ankit, 2020, 2020 57th ACM/IEEE Design Automation Conference (DAC).

Neural Networks at the Edge

Kaushik Roy, Gopalakrishnan Srinivasan, Priyadarshini Panda, 2019, 2019 IEEE International Conference on Smart Computing (SMARTCOMP).

TraNNsformer: Clustered Pruning on Crossbar-Based Architectures for Energy-Efficient Neural Networks

Kaushik Roy, Timur Ibrayev, Aayush Ankit, 2020, IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems.

Web Text Categorization: A LSTM-RNN Approach

Kaushik Roy, Ankita Dhar, Himadri Mukherjee, 2019 .

Automatic Text Localization in Scene Images: A Transfer Learning Based Approach

Kaushik Roy, K. C. Santosh, Himadri Mukherjee, 2020 .

Training Deep Spiking Neural Networks for Energy-Efficient Neuromorphic Computing

Kaushik Roy, Priyadarshini Panda, Chankyu Lee, 2020, ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

RF-MaloSite and DL-Malosite: Methods based on random forest and deep learning to identify malonylation sites

Kaushik Roy, Niraj Thapa, Robert H. Newman, 2020, Computational and structural biotechnology journal.

Artificial Intelligence for Document Image Analysis

Kaushik Roy, Santanu Phadikar, Ankita Dhar, 2019 .

Gradual Channel Pruning While Training Using Feature Relevance Scores for Convolutional Neural Networks

Kaushik Roy, Anand Raghunathan, Sai Aparna Aketi, 2020, IEEE Access.

Artistic multi-script identification at character level with extreme learning machine

Kaushik Roy, Nibaran Das, Himadri Mukherjee, 2020 .

Biologically Plausible Class Discrimination Based Recurrent Neural Network Training for Motor Pattern Generation

Kaushik Roy, Parami Wijesinghe, Chamika Liyanagedera, 2020, Frontiers in Neuroscience.

Using deep learning techniques and genetic-based feature extraction for presentation attack mitigation

Kaushik Roy, John Jenkins, Joseph Shelton, 2020, Array.

Mitigating Iris-Based Replay Attacks

Kaushik Roy, Brian O'Connor, Joseph Shelton, 2014 .

Traffic Sign Recognition for Self-driving Cars with Deep Learning

Kaushik Roy, Prosenjit Chatterjee, Emmanuel Borkor Nuakoh, 2020 .

Deep Learning-Based Bangla Isolated Character Recognition from Online and Offline Data

Kaushik Roy, Ankita Dhar, Himadri Mukherjee, 2020 .

In-Memory Low-Cost Bit-Serial Addition Using Commodity DRAM Technology

Kaushik Roy, Akhilesh Jaiswal, Mustafa F. Ali, 2020, IEEE Transactions on Circuits and Systems I: Regular Papers.

Drone-Based Face Recognition Using Deep Learning

Kossi D. Edoh, Kaushik Roy, Adam Deeb, 2020 .

An Approach toward Character Recognition of Bangla Handwritten Isolated Characters

Kaushik Roy, Chayan Halder, Payel Rakshit, 2019 .

Hyperparameter Optimization in Binary Communication Networks for Neuromorphic Deployment

Catherine D. Schuman, Steven R. Young, Derek C. Rose, 2020, 2020 International Joint Conference on Neural Networks (IJCNN).

sBSNN: Stochastic-Bits Enabled Binary Spiking Neural Network With On-Chip Learning for Energy Efficient Neuromorphic Computing at the Edge

Kaushik Roy, Minsuk Koo, Gopalakrishnan Srinivasan, 2020, IEEE Transactions on Circuits and Systems I: Regular Papers.

A Graph-Based Text Classification Model for Web Text Documents

Kaushik Roy, Ankita Dhar, Niladri Sekhar Dash, 2019 .

i-SRAM: Interleaved Wordlines for Vector Boolean Operations Using SRAMs

Kaushik Roy, Mustafa Fayez Ali, Saima Sharmin, 2020, IEEE Transactions on Circuits and Systems I: Regular Papers.

RMP-SNN: Residual Membrane Potential Neuron for Enabling Deeper High-Accuracy and Low-Latency Spiking Neural Network

Kaushik Roy, Gopalakrishnan Srinivasan, Bing Han, 2020, 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR).

Revisiting Stochastic Computing in the Era of Nanoscale Nonvolatile Technologies

Kaushik Roy, Chamika M. Liyanagedera, Minsuk Koo, 2020, IEEE Transactions on Very Large Scale Integration (VLSI) Systems.

Enabling Homeostasis using Temporal Decay Mechanisms in Spiking CNNs Trained with Unsupervised Spike Timing Dependent Plasticity

Kaushik Roy, Priyadarshini Panda, Gopalakrishnan Srinivasan, 2020, 2020 International Joint Conference on Neural Networks (IJCNN).

Distance Computation Based on Coupled Spin-Torque Oscillators: Application to Image Processing

Wolfgang Porod, Kaushik Roy, Minsuk Koo, 2020, Physical Review Applied.

Bayesian Multi-objective Hyperparameter Optimization for Accurate, Fast, and Efficient Neural Network Accelerator Design

Catherine D. Schuman, Kaushik Roy, Thomas E. Potok, 2020, Frontiers in Neuroscience.

Facial Recognition using Modified Local Binary Pattern and Random Forest

Kaushik Roy, Brian O'Connor, 2013 .

Neural Computing With Magnetoelectric Domain-Wall-Based Neurosynaptic Devices

Kaushik Roy, Priyadarshini Panda, Amogh Agrawal, 2021, IEEE Transactions on Magnetics.

HOG and LBP Based Writer Verification

Kaushik Roy, Nibaran Das, Jaya Paul, 2021 .

Spike-FlowNet: Event-based Optical Flow Estimation with Energy-Efficient Hybrid Neural Networks

Kaushik Roy, Kostas Daniilidis, Alex Zihao Zhu, 2020, ECCV.

Enabling Deep Spiking Neural Networks with Hybrid Conversion and Spike Timing Dependent Backpropagation pdf

Kaushik Roy, Priyadarshini Panda, Gopalakrishnan Srinivasan, 2020, ICLR.

Relevant-features based Auxiliary Cells for Robust and Energy Efficient Deep Learning

Kaushik Roy, Priyadarshini Panda, Aparna Aketi, 2019 .

A Study of Proximity of Domains for Text Categorization

Kaushik Roy, Ankita Dhar, Niladri Sekhar Dash, 2019 .

Enabling Spike-based Backpropagation in State-of-the-art Deep Neural Network Architectures

Kaushik Roy, Chankyu Lee, Syed Shakib Sarwar, 2019 .

The Effect of Using Features Computed from Generated Offline Images for Online Bangla Handwritten Character Recognition

Kaushik Roy, Shibaprasad Sen, Ankan Bhattacharyya, 2019 .

Music chord inversion shape identification with LSTM-RNN

Kaushik Roy, Santanu Phadikar, Ankita Dhar, 2020 .