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ORCIDChacko John Deepu
Deepu John
2020 – today
- 2025
[j33]Xiaolin Li
, Binhua Huang, Barry Cardiff, Deepu John:
DCentNet: Decentralized multistage biomedical signal classification using early exits. Biomed. Signal Process. Control. 104: 107468 (2025)- [j32]Arlene John, Keshab K. Parhi, Barry Cardiff, Deepu John:
MLFusion: Multilevel Data Fusion using CNNS for atrial fibrillation detection. Comput. Biol. Medicine 189: 109901 (2025) - [j31]Qingyuan Wang, Barry Cardiff, Antoine Frappé, Benoit Larras, Deepu John:
DyCE: Dynamically Configurable Exiting for deep learning compression and real-time scaling. Future Gener. Comput. Syst. 171: 107837 (2025) - [c39]Kazi Hasan Ibn Arif, JinYi Yoon, Dimitrios S. Nikolopoulos, Hans Vandierendonck, Deepu John, Bo Ji:
HiRED: Attention-Guided Token Dropping for Efficient Inference of High-Resolution Vision-Language Models. AAAI 2025: 1773-1781 - [i19]Xiaolin Li, Binhua Huang, Barry Cardiff, Deepu John:
DCentNet: Decentralized Multistage Biomedical Signal Classification using Early Exits. CoRR abs/2502.17446 (2025) - 2024
- [j30]Maryam Saeed, Olev Martens, Benoit Larras, Antoine Frappé, Deepu John, Barry Cardiff:
ECG Classification With Event-Driven Sampling. IEEE Access 12: 25188-25199 (2024) - [j29]Haoyang Shen, Hao Zheng, Daniel O'Hare, Deepu John, Barry Cardiff:
A Background Jitter Calibration for ADCs Using TDC Phase Information From ADPLL. IEEE Access 12: 174551-174563 (2024) - [j28]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: 112253 (2024) - [j27]Inder Preet, Oisín Boydell, Deepu John:
Class-Separation Preserving Pruning for Deep Neural Networks. IEEE Trans. Artif. Intell. 5(1): 290-299 (2024) - [j26]Guoxin Wang, Shreejith Shanker, Avishek Nag, Yong Lian, Deepu John:
ECG Biometric Authentication Using Self-Supervised Learning for IoT Edge Sensors. IEEE J. Biomed. Health Informatics 28(11): 6606-6618 (2024) - [j25]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): 1173-1183 (2024) - [c38]Qingyuan Wang, Barry Cardiff, Antoine Frappé, Benoit Larras, Deepu John:
Tiny Models are the Computational Saver for Large Models. ECCV (56) 2024: 163-182 - [c37]Ajay Kumar M, Vineet Kumar, Deepu John, Shreejith Shanker:
Implementation and analysis of custom instructions on RISC-V for Edge-AI applications. HEART 2024: 126-129 - [c36]Aness Al-Qawlaq, M. Ajay Kumar, Deepu John:
KWT-Tiny: RISC-V Accelerated, Embedded Keyword Spotting Transformer. SOCC 2024: 1-6 - [i18]Qingyuan Wang, Barry Cardiff, Antoine Frappé, Benoit Larras, Deepu John:
DyCE: Dynamic Configurable Exiting for Deep Learning Compression and Scaling. CoRR abs/2403.01695 (2024) - [i17]Qingyuan Wang, Barry Cardiff, Antoine Frappé, Benoit Larras, Deepu John:
Tiny Models are the Computational Saver for Large Models. CoRR abs/2403.17726 (2024) - [i16]Aness Al-Qawlaq, Ajay Kumar M, Deepu John:
KWT-Tiny: RISC-V Accelerated, Embedded Keyword Spotting Transformer. CoRR abs/2407.16026 (2024) - [i15]Kazi Hasan Ibn Arif, JinYi Yoon, Dimitrios S. Nikolopoulos, Hans Vandierendonck, Deepu John, Bo Jin:
HiRED: Attention-Guided Token Dropping for Efficient Inference of High-Resolution Vision-Language Models in Resource-Constrained Environments. CoRR abs/2408.10945 (2024) - 2023
- [j24]Vineeta Vasudevan 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): 965-974 (2023) - [j23]Quang-Manh Duong, Quang-Kien Trinh, Van-Tinh Nguyen, Dinh-Ha Dao, Luong Duy Manh, Van-Phuc Hoang, Longyang Lin, Chacko John Deepu:
A low-power charge-based integrate-and-fire circuit for binarized-spiking neural network. Int. J. Circuit Theory Appl. 51(7): 3404-3414 (2023) - [j22]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: 126838 (2023) - [j21]Arlene John, Antony Padinjarathala, Emer Doheny, Barry Cardiff, Deepu John:
An evaluation of ECG data fusion algorithms for wearable IoT sensors. Inf. Fusion 96: 237-251 (2023) - [j20]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): 13095-13108 (2023) - [j19]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): 1110-1120 (2023) - [j18]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: 1-8 (2023) - [c35]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: 1-4 - [c34]Guoxin Wang, Qingyuan Wang, Ganesh Neelakanta Iyer, Avishek Nag, Deepu John:
Unsupervised Pre-Training Using Masked Autoencoders for ECG Analysis. BioCAS 2023: 1-5 - [c33]Haoyang Shen, Hao Zheng, Daniel O'Hare, Deepu John, Barry Cardiff:
Correcting ADC jitter using DPLL timing error signal. NEWCAS 2023: 1-5 - [c32]Li Xiaolin, Hans Vandierendonck, Dimitrios S. Nikolopoulos, Bo Jin, Barry Cardiff, Deepu John:
Decentralised Biomedical Signal Classification using Early Exits. NEWCAS 2023: 1-2 - [c31]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: 1-5 - [i14]Shaowu Chen, Weize Sun, Lei Huang, Xiaopeng Li, Qingyuan Wang, Deepu John:
P-ROCKET: Pruning Random Convolution Kernels for Time Series Classification. CoRR abs/2309.08499 (2023) - [i13]Guoxin Wang, Qingyuan Wang, Ganesh Neelakanta Iyer, Avishek Nag, Deepu John:
Unsupervised Pre-Training Using Masked Autoencoders for ECG Analysis. CoRR abs/2310.11153 (2023) - 2022
- [j17]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): 2071-2082 (2022) - [j16]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): 24-35 (2022) - [j15]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): 222-232 (2022) - [j14]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): 822-831 (2022) - [j13]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): 3630-3634 (2022) - [c30]Maryam Saeed, Olev Märtens, Benoit Larras, Antoine Frappé, Deepu John, Barry Cardiff:
Event-Driven ECG Classification using Functional Approximation and Chebyshev Polynomials. BioCAS 2022: 595-599 - [c29]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: 1-6 - [c28]Maryam Saeed, Deepu John, Barry Cardiff:
Accurate Reconstruction of ECG Signals using Chebyshev Polynomials. ICECS 2022 2022: 1-2 - [c27]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: 1-4 - [c26]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: 1-4 - [c25]Julien Duforest, Benoît Larras, Antoine Frappé, Chacko John Deepu, Olev Märtens:
Antidictionary-Based Cardiac Arrhythmia Classification For Smart ECG sensors. ISCAS 2022: 414-418 - [c24]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: 1-4 - [i12]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 abs/2203.00497 (2022) - [i11]Xiaolin Li, Fang Xiang, Rajesh C. Panicker, Barry Cardiff, Deepu John:
Classification of ECG based on Hybrid Features using CNNs for Wearable Applications. CoRR abs/2206.07648 (2022) - [i10]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 abs/2206.07649 (2022) - 2021
- [j12]Deepu John, Yongfu Li, Xinmiao Zhang:
Special Section on Edge AI and Accelerators. IEEE Open J. Circuits Syst. 2: 128-130 (2021) - [j11]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): 1126-1128 (2021) - [j10]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): 1129-1139 (2021) - [j9]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): 1161-1173 (2021) - [c23]Julien Duforest, Benoît Larras, Deepu John, Olev Märtens, Antoine Frappé:
Slope-Based Event-Driven Feature Extraction For Cardiac Arrhythmia Classification. BioCAS 2021: 1-4 - [c22]Arlene John, Koushik Kumar Nundy, Barry Cardiff, Deepu John:
SomnNET: An SpO2 Based Deep Learning Network for Sleep Apnea Detection in Smartwatches. EMBC 2021: 1961-1964 - [c21]Xiaolin Li, Rajesh C. Panicker, Barry Cardiff, Deepu John:
Multistage Pruning of CNN Based ECG Classifiers for Edge Devices. EMBC 2021: 1965-1968 - [c20]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: 7264 - [c19]Rajesh C. Panicker, Deepu John:
Fully Remote Project-Based Learning of Hardware/Software Codesign. FIE 2021: 1-5 - [c18]Arlene John, Barry Cardiff, Deepu John:
A 1D-CNN Based Deep Learning Technique for Sleep Apnea Detection in IoT Sensors. ISCAS 2021: 1-5 - [c17]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: 1-5 - [c16]Conor Smyth, Guoxin Wang, Rajesh C. Panicker, Avishek Nag, Barry Cardiff, Deepu John:
Continuous User Authentication Using IoT Wearable Sensors. ISCAS 2021: 1-5 - [c15]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: 1-5 - [c14]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: 46-51 - [i9]Arlene John, Barry Cardiff, Deepu John:
A 1D-CNN Based Deep Learning Technique for Sleep Apnea Detection in IoT Sensors. CoRR abs/2105.00528 (2021) - [i8]Conor Smyth, Guoxin Wang, Rajesh C. Panicker, Avishek Nag, Barry Cardiff, Deepu John:
Continuous User Authentication using IoT Wearable Sensors. CoRR abs/2105.05126 (2021) - [i7]Arlene John, Koushik Kumar Nundy, Barry Cardiff, Deepu John:
SomnNET: An SpO2 Based Deep Learning Network for Sleep Apnea Detection in Smartwatches. CoRR abs/2108.11468 (2021) - [i6]Xiaolin Li, Rajesh C. Panicker, Barry Cardiff, Deepu John:
Multistage Pruning of CNN Based ECG Classifiers for Edge Devices. CoRR abs/2109.00516 (2021) - [i5]Muhammad Salman Pathan, Jianbiao Zhang, Deepu John, Avishek Nag, Soumyabrata Dev:
Identifying Stroke Indicators Using Rough Sets. CoRR abs/2110.10152 (2021) - 2020
- [j8]Muhammad Salman Pathan, Jianbiao Zhang, Deepu John, Avishek Nag, Soumyabrata Dev:
Identifying Stroke Indicators Using Rough Sets. IEEE Access 8: 210318-210327 (2020) - [j7]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: 88-99 (2020) - [j6]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: 115-123 (2020) - [c13]Rajesh C. Panicker, Akash Kumar, Deepu John:
Introducing FPGA-based Machine Learning on the Edge to Undergraduate Students. FIE 2020: 1-5 - [c12]Arlene John, Salim Ullah, Akash Kumar, Barry Cardiff, Deepu John:
An Approximate Binary Classifier for Data Integrity Assessment in IoT Sensors. ICECS 2020: 1-4 - [c11]Xiaolin Li, Barry Cardiff, Deepu John:
A 1D Convolutional Neural Network for Heartbeat Classification from Single Lead ECG. ICECS 2020: 1-2 - [c10]Guoxin Wang, Deepu John, Avishek Nag:
Low Complexity ECG Biometric Authentication for IoT Edge Devices. ICTA 2020: 145-146 - [c9]Arlene John, Barry Cardiff, Deepu John:
A Generalized Signal Quality Estimation Method for IoT Sensors. ISCAS 2020: 1-5
2010 – 2019
- 2019
- [c8]Chidozie Shamrock Nwosu, Soumyabrata Dev, Peru Bhardwaj, Bharadwaj Veeravalli, Deepu John:
Predicting Stroke from Electronic Health Records. EMBC 2019: 5704-5707 - 2018
- [j5]Chacko John Deepu, X. Y. Xu, D. L. T. Wong, Chun-Huat Heng, Yong Lian:
A 2.3 µW ECG-On-Chip for Wireless Wearable Sensors. IEEE Trans. Circuits Syst. II Express Briefs 65-II(10): 1385-1389 (2018) - [c7]Rajesh C. Panicker, Akash Kumar, Dipti Srinivasan, Deepu John:
Adaptive Learning and Analytics in Engineering Education. TALE 2018: 1193-1196 - 2017
- [j4]Chacko John Deepu, Chun-Huat Heng, Yong Lian:
A Hybrid Data Compression Scheme for Power Reduction in Wireless Sensors for IoT. IEEE Trans. Biomed. Circuits Syst. 11(2): 245-254 (2017) - [p1]Bharadwaj Veeravalli, Chacko John Deepu, DuyHoa Ngo:
Real-Time, Personalized Anomaly Detection in Streaming Data for Wearable Healthcare Devices. Handbook of Large-Scale Distributed Computing in Smart Healthcare 2017: 403-426 - 2016
- [j3]Chacko John Deepu, Xiaoyang Zhang, Chun-Huat Heng, Yong Lian:
A 3-Lead ECG-on-Chip with QRS Detection and Lossless Compression for Wireless Sensors. IEEE Trans. Circuits Syst. II Express Briefs 63-II(12): 1151-1155 (2016) - [c6]Chacko John Deepu, X. Y. Zhang, D. L. T. Wong, Yong Lian:
An ECG-on-chip with joint QRS detection & data compression for wearable sensors. ISCAS 2016: 2908 - 2015
- [j2]Chacko John Deepu, Yong Lian:
A Joint QRS Detection and Data Compression Scheme for Wearable Sensors. IEEE Trans. Biomed. Eng. 62(1): 165-175 (2015) - [c5]Chacko John Deepu, Yong Lian:
A low complexity lossless compression scheme for wearable ECG sensors. DSP 2015: 449-453 - 2014
- [j1]Chacko John Deepu, Xiaoyang Zhang, Wen-Sin Liew, David Liang Tai Wong, Yong Lian:
An ECG-on-Chip With 535 nW/Channel Integrated Lossless Data Compressor for Wireless Sensors. IEEE J. Solid State Circuits 49(11): 2435-2448 (2014) - [c4]Chacko John Deepu, X. Zhang, Wen-Sin Liew, David Liang Tai Wong, Yong Lian:
Live demonstration: An ECG-on-Chip for wearable wireless sensors. APCCAS 2014: 177-178 - [i4]Chacko John Deepu:
An ECG-SoC with 535nW/channel lossless data compression for wearable sensors. CoRR abs/1407.5173 (2014) - [i3]Chacko John Deepu, Xiaoyang Zhang, Wen-Sin Liew, David Liang Tai Wong, Yong Lian:
An ECG-on-Chip with 535-nW/Channel Integrated Lossless Data Compressor for Wireless Sensors. CoRR abs/1409.8018 (2014) - [i2]Chacko John Deepu, Xiaoyuan Xu, Xiaodan Zou, Libin Yao, Yong Lian:
An ECG-on-Chip for Wearable Cardiac Monitoring Devices. CoRR abs/1409.8020 (2014) - [i1]Chacko John Deepu, Zhihao Chen, Ju Teng Teo, Soon Huat Ng, Xiefeng Yang, Yong Lian:
A Smart Cushion for Real-Time Heart Rate Monitoring. CoRR abs/1409.8021 (2014) - 2012
- [c3]Chacko John Deepu, Zhihao Chen, Ju Teng Teo, Soon Huat Ng, Xiefeng Yang, Yong Lian:
A smart cushion for real-time heart rate monitoring. BioCAS 2012: 53-56 - 2011
- [c2]Y. Wang, Chacko John Deepu, Yong Lian:
A computationally efficient QRS detection algorithm for wearable ECG sensors. EMBC 2011: 5641-5644 - 2010
- [c1]Chacko John Deepu, Xiaoyuan Xu, Xiaodan Zou, Libin Yao, Yong Lian:
An ECG-on-Chip for Wearable Cardiac Monitoring Devices. DELTA 2010: 225-228
Coauthor Index
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