Deepu John

Publication Activity (10 Years)

Years Active: 2018-2024
Publications (10 Years): 64

Top Topics

Atrial Fibrillation

Convolutional Neural Networks

Complexity Reduction

Top Venues

IEEE Trans. Biomed. Circuits Syst.

Publications

Shaowu Chen, Weize Sun, Lei Huang, Xiaopeng Li, Qingyuan Wang, Deepu John
POCKET: Pruning random convolution kernels for time series classification from a feature selection perspective. Knowl. Based Syst. 300 (2024)
Haoyang Shen, Deepu John, Barry Cardiff
FEC-Aided Decision Feedback Blind Mismatch Calibration of TIADCs in Wireless Time-Varying Channel Environments. IEEE Trans. Very Large Scale Integr. Syst. 32 (7) (2024)
Qingyuan Wang, Barry Cardiff, Antoine Frappé, Benoit Larras, Deepu John
DyCE: Dynamic Configurable Exiting for Deep Learning Compression and Scaling. CoRR (2024)
Qingyuan Wang, Barry Cardiff, Antoine Frappé, Benoit Larras, Deepu John
Tiny Models are the Computational Saver for Large Models. CoRR (2024)
Inder Preet, Oisín Boydell, Deepu John
Class-Separation Preserving Pruning for Deep Neural Networks. IEEE Trans. Artif. Intell. 5 (1) (2024)
Maryam Saeed, Olev Märtens, Benoit Larras, Antoine Frappé, Deepu John, Barry Cardiff
ECG Classification With Event-Driven Sampling. IEEE Access 12 (2024)
Ajay Kumar M, Vineet Kumar, Deepu John, Shreejith Shanker
Implementation and analysis of custom instructions on RISC-V for Edge-AI applications. HEART (2024)
Aness Al-Qawlaq, Ajay Kumar M, Deepu John
KWT-Tiny: RISC-V Accelerated, Embedded Keyword Spotting Transformer. CoRR (2024)
Li Xiaolin, Hans Vandierendonck, Dimitrios S. Nikolopoulos, Bo Jin, Barry Cardiff, Deepu John
Decentralised Biomedical Signal Classification using Early Exits. NEWCAS (2023)
Guoxin Wang, Qingyuan Wang, Ganesh Neelakanta Iyer, Avishek Nag, Deepu John
Unsupervised Pre-Training Using Masked Autoencoders for ECG Analysis. CoRR (2023)
Antoine Gautier, Benoît Larras, Olev Märtens, Deepu John, Antoine Frappé
Evaluation of Power-of-two Quantization for Multiplier-less Near-Memory and In-Memory Computing Schemes for Biomedical Applications. NorCAS (2023)
Anar Abdullayev, Marek Rist, Olev Märtens, Margus Metshein, Benoit Larras, Antoine Frappé, Antoine Gautier, Mart Min, Deepu John, Barry Cardiff, Andrei Krivosei, Paul Annus
A DSP-Based EBI, ECG, and PPG Measurement Platform. IEEE Trans. Instrum. Meas. 72 (2023)
Haoyang Shen, Hao Zheng, Daniel O'Hare, Deepu John, Barry Cardiff
Correcting ADC jitter using DPLL timing error signal. NEWCAS (2023)
Shaowu Chen, Weize Sun, Lei Huang, Xiaopeng Li, Qingyuan Wang, Deepu John
P-ROCKET: Pruning Random Convolution Kernels for Time Series Classification. CoRR (2023)
Gawsalyan Sivapalan, Koushik Kumar Nundy, Alex Pappachen James, Barry Cardiff, Deepu John
Interpretable Rule Mining for Real-Time ECG Anomaly Detection in IoT Edge Sensors. IEEE Internet Things J. 10 (15) (2023)
Guoxin Wang, Qingyuan Wang, Ganesh Neelakanta Iyer, Avishek Nag, Deepu John
Unsupervised Pre-Training Using Masked Autoencoders for ECG Analysis. BioCAS (2023)
Arlene John, Antony Padinjarathala, Emer Doheny, Barry Cardiff, Deepu John
An evaluation of ECG data fusion algorithms for wearable IoT sensors. Inf. Fusion 96 (2023)
Vineeta V. Nair, Chithra Reghuvaran, Deepu John, Bhaskar Choubey, Alex James
ESSM: Extended Synaptic Sampling Machine With Stochastic Echo State Neuro-Memristive Circuits. IEEE J. Emerg. Sel. Topics Circuits Syst. 13 (4) (2023)
Haoyang Shen, Adam Blaq, Deepu John, Barry Cardiff
A Foreground Mismatch and Memory Harmonic Distortion Calibration Algorithm for TIADC. IEEE Trans. Circuits Syst. I Regul. Pap. 70 (3) (2023)
Li Xiaolin, Fang Xiang, Rajesh C. Panicker, Barry Cardiff, Deepu John
Classification of ECG based on Hybrid Features using CNNs for Wearable Applications. AICAS (2023)
Van-Ngoc Dinh, Ngoc-My Bui, Van-Tinh Nguyen, Deepu John, Longyang Lin, Quang-Kien Trinh
NUTS-BSNN: A non-uniform time-step binarized spiking neural network with energy-efficient in-memory computing macro. Neurocomputing 560 (2023)
Maryam Saeed, Deepu John, Barry Cardiff
Accurate Reconstruction of ECG Signals using Chebyshev Polynomials. ICECS 2022 (2022)
Maryam Saeed, Olev Märtens, Benoit Larras, Antoine Frappé, Deepu John, Barry Cardiff
Event-Driven ECG Classification using Functional Approximation and Chebyshev Polynomials. BioCAS (2022)
Qingyuan Wang, Antoine Frappé, Benoit Larras, Barry Cardiff, Deepu John
Complexity Reduction of CNNs using Multi-Scale Group Convolution for IoT Edge Sensors. ICECS 2022 (2022)
Olev Märtens, Margus Metshein, Anar Abdullayev, Benoit Larras, Antoine Frappé, Antoine Gautier, Maryam Saeed, Deepu John, Barry Cardiff, Andrei Krivosei, Paul Annus, Marek Rist
Fiducial Point Estimation Solution for Impedance Cardiography Measurements. I2MTC (2022)
Haoyang Shen, Deepu John, Barry Cardiff
A Background Calibration for Joint Mismatch in the OFDM System With Time-Interleaved ADC. IEEE Trans. Circuits Syst. II Express Briefs 69 (9) (2022)
Xiu Qi Chang, Ann Feng Chew, Benjamin Chen Ming Choong, Shuhui Wang, Rui Han, Wang He, Li Xiaolin, Rajesh C. Panicker, Deepu John
Atrial Fibrillation Detection Using Weight-Pruned, Log-Quantised Convolutional Neural Networks. LASCAS (2022)
David Liang Tai Wong, Yongfu Li, Deepu John, Weng Khuen Ho, Chun-Huat Heng
Low Complexity Binarized 2D-CNN Classifier for Wearable Edge AI Devices. IEEE Trans. Biomed. Circuits Syst. 16 (5) (2022)
Gawsalyan Sivapalan, Koushik Kumar Nundy, Soumyabrata Dev, Barry Cardiff, Deepu John
ANNet: A Lightweight Neural Network for ECG Anomaly Detection in IoT Edge Sensors. IEEE Trans. Biomed. Circuits Syst. 16 (1) (2022)
Arlene John, Stephen J. Redmond, Barry Cardiff, Deepu John
A Multimodal Data Fusion Technique for Heartbeat Detection in Wearable IoT Sensors. IEEE Internet Things J. 9 (3) (2022)
Soumyabrata Dev, Hewei Wang, Chidozie Shamrock Nwosu, Nishtha Jain, Bharadwaj Veeravalli, Deepu John
A predictive analytics approach for stroke prediction using machine learning and neural networks. CoRR (2022)
Li Xiaolin, Qingyuan Wang, Rajesh C. Panicker, Barry Cardiff, Deepu John
Binary ECG Classification Using Explainable Boosting Machines for IoT Edge Devices. ICECS 2022 (2022)
Xiu Qi Chang, Ann Feng Chew, Benjamin Chen Ming Choong, Shuhui Wang, Rui Han, Wang He, Li Xiaolin, Rajesh C. Panicker, Deepu John
Atrial Fibrillation Detection Using Weight-Pruned, Log-Quantised Convolutional Neural Networks. CoRR (2022)
Xiaolin Li, Fang Xiang, Rajesh C. Panicker, Barry Cardiff, Deepu John
Classification of ECG based on Hybrid Features using CNNs for Wearable Applications. CoRR (2022)
David Liang Tai Wong, Yongfu Li, Deepu John, Weng Khuen Ho, Chun-Huat Heng
An Energy Efficient ECG Ventricular Ectopic Beat Classifier Using Binarized CNN for Edge AI Devices. IEEE Trans. Biomed. Circuits Syst. 16 (2) (2022)
Arlene John, Koushik Kumar Nundy, Barry Cardiff, Deepu John
SomnNET: An SpO2 Based Deep Learning Network for Sleep Apnea Detection in Smartwatches. EMBC (2021)
Muhammad Salman Pathan, Jianbiao Zhang, Deepu John, Avishek Nag, Soumyabrata Dev
Identifying Stroke Indicators Using Rough Sets. CoRR (2021)
Julien Duforest, Benoît Larras, Deepu John, Olev Märtens, Antoine Frappé
Slope-Based Event-Driven Feature Extraction For Cardiac Arrhythmia Classification. BioCAS (2021)
Xiaolin Li, Rajesh C. Panicker, Barry Cardiff, Deepu John
Multistage Pruning of CNN Based ECG Classifiers for Edge Devices. EMBC (2021)
Deepu John, Tony Tae-Hyoung Kim, Matthew L. Johnston
Guest Editorial Special Issue on Selected Papers From ISCAS 2021. IEEE Trans. Biomed. Circuits Syst. 15 (6) (2021)
Margus Metshein, Antoine Gautier, Benoit Larras, Antoine Frappé, Deepu John, Barry Cardiff, Paul Annus, Raul Land, Olev Märtens
Study of Electrode Locations for Joint Acquisition of Impedance- and Electro-cardiography Signals. EMBC (2021)
Conor Smyth, Guoxin Wang, Rajesh C. Panicker, Avishek Nag, Barry Cardiff, Deepu John
Continuous User Authentication Using IoT Wearable Sensors. ISCAS (2021)
David Liang Tai Wong, Yongfu Li, Deepu John, Weng Khuen Ho, Chun-Huat Heng
Resource and Energy Efficient Implementation of ECG Classifier Using Binarized CNN for Edge AI Devices. ISCAS (2021)
Maryam Saeed, Qingyuan Wang, Olev Märtens, Benoit Larras, Antoine Frappé, Barry Cardiff, Deepu John
Evaluation of Level-Crossing ADCs for Event-Driven ECG Classification. IEEE Trans. Biomed. Circuits Syst. 15 (6) (2021)
Arlene John, Koushik Kumar Nundy, Barry Cardiff, Deepu John
SomnNET: An SpO2 Based Deep Learning Network for Sleep Apnea Detection in Smartwatches. CoRR (2021)
Antoine Gautier, Benoît Larras, Olev Märtens, Deepu John, Antoine Frappé
Embedded ICG-based Stroke Volume Measurement System: Comparison of Discrete-Time and Continuous-Time Architectures. SoCC (2021)
Rajesh C. Panicker, Deepu John
Fully Remote Project-Based Learning of Hardware/Software Codesign. FIE (2021)
Arlene John, Barry Cardiff, Deepu John
A 1D-CNN Based Deep Learning Technique for Sleep Apnea Detection in IoT Sensors. ISCAS (2021)
Arlene John, Barry Cardiff, Deepu John
A 1D-CNN Based Deep Learning Technique for Sleep Apnea Detection in IoT Sensors. CoRR (2021)
Conor Smyth, Guoxin Wang, Rajesh C. Panicker, Avishek Nag, Barry Cardiff, Deepu John
Continuous User Authentication using IoT Wearable Sensors. CoRR (2021)
Deepu John, Yongfu Li, Xinmiao Zhang
Special Section on Edge AI and Accelerators. IEEE Open J. Circuits Syst. 2 (2021)
Arlene John, Koushik Kumar Nundy, Barry Cardiff, Deepu John
Multimodal Multiresolution Data Fusion Using Convolutional Neural Networks for IoT Wearable Sensing. IEEE Trans. Biomed. Circuits Syst. 15 (6) (2021)
Maryam Saeed, Qingyuan Wang, Olev Märtens, Benoit Larras, Antoine Frappé, Barry Cardiff, Deepu John
Event-Driven ECG Classification Using an Open-Source, LC-ADC Based Non-Uniformly Sampled Dataset. ISCAS (2021)
Xiaolin Li, Rajesh C. Panicker, Barry Cardiff, Deepu John
Multistage Pruning of CNN Based ECG Classifiers for Edge Devices. CoRR (2021)
Arlene John, Rajesh C. Panicker, Barry Cardiff, Yong Lian, Deepu John
Binary Classifiers for Data Integrity Detection in Wearable IoT Edge Devices. IEEE Open J. Circuits Syst. 1 (2020)
Arlene John, Salim Ullah, Akash Kumar, Barry Cardiff, Deepu John
An Approximate Binary Classifier for Data Integrity Assessment in IoT Sensors. ICECS (2020)
Muhammad Salman Pathan, Jianbiao Zhang, Deepu John, Avishek Nag, Soumyabrata Dev
Identifying Stroke Indicators Using Rough Sets. IEEE Access 8 (2020)
Jiamin Li, Adnan Ashraf, Barry Cardiff, Rajesh C. Panicker, Yong Lian, Deepu John
Low Power Optimisations for IoT Wearable Sensors Based on Evaluation of Nine QRS Detection Algorithms. IEEE Open J. Circuits Syst. 1 (2020)
Guoxin Wang, Deepu John, Avishek Nag
Low Complexity ECG Biometric Authentication for IoT Edge Devices. ICTA (2020)
Xiaolin Li, Barry Cardiff, Deepu John
A 1D Convolutional Neural Network for Heartbeat Classification from Single Lead ECG. ICECS (2020)
Arlene John, Barry Cardiff, Deepu John
A Generalized Signal Quality Estimation Method for IoT Sensors. ISCAS (2020)
Rajesh C. Panicker, Akash Kumar, Deepu John
Introducing FPGA-based Machine Learning on the Edge to Undergraduate Students. FIE (2020)
Chidozie Shamrock Nwosu, Soumyabrata Dev, Peru Bhardwaj, Bharadwaj Veeravalli, Deepu John
Predicting Stroke from Electronic Health Records. EMBC (2019)
Rajesh C. Panicker, Akash Kumar, Dipti Srinivasan, Deepu John
Adaptive Learning and Analytics in Engineering Education. TALE (2018)