Discover our latest research contributions and scientific publications.
Self-Supervised Learning For Image Segmentation: A Comprehensive Survey.
T Akilan, N Jahan, W Zhang
arXiv preprint arXiv:2505.13584, 2025.
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An Analysis Of Yolovx Deep-Learning Models For Colon Cancer Detection.
TP Raseena, AK Soni, J Kumar, T Akilan, AK Singh
Procedia Computer Science 260, 81-90, 2025.
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Ecaseg: Enhancing Semantic Segmentation With Edge Context And Attention Strategy.
T Suresh, H Sundaralingam, T Akilan, N Jahan
Procedia Computer Science 260, 274-282, 2025.
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Benchmarking Deep-Learning Models On Nvidia Jetson Nano For Real-Time Systems: An Empirical
Investigation.
TP Swaminathan, C Silver, T Akilan, J Kumar
In arXiv preprint arXiv:2406.17749, 2024.
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Segattndetec: A Segmentation-Aware Attention-Based Object Detector.
H Sundaralingam, T Suresh, T Akilan
Procedia Computer Science 260, 914-922, 2025.
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Fast Transfer-Learning Method Using Random Layer Freezing And Feature Refinement
Strategy.
W Zhang, Y Yang, T Akilan, QMJ Wu, T Liu
In IEEE Transactions on Cybernetics, 2024. IEEE.
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Paper
Improved Semi-Supervised Attention Gan For Semantic Segmentation.
N Jahan, T Akilan, TM Nguyen
In 2024 IEEE Pacific Rim Conference on Communications, Computers and Signal Processing (PACRIM), 1--6, 2024.
IEEE.
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Paper
Improving Pavement Crack Segmentation Using Attention Mechanism And Self-Gated
Activation.
N Jahan, T Akilan, T Suresh
In 2024 IEEE Canadian Conference on Electrical and Computer Engineering (CCECE), 853--858, 2024. IEEE.
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Paper
Phasor-Driven Acceleration For Fft-Based Cnns.
E Reis, T Akilan, M Khalid
In arXiv preprint arXiv:2406.00290, 2024.
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Ensemble-Based Robust Model For Accurate Driving Range Estimation Of Evs Leveraging Big
Data.
S Hosseini, A Yassine, T Akilan
In 2024 IEEE 8th Energy Conference (ENERGYCON), 1--6, 2024. IEEE.
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Paper
Cascaded Ensemble-Based Short-Term Load Forecasting For Smart Energy Management.
J Ottens, T Akilan, A Ameli, MN Uddin
In 2024 IEEE Texas Power and Energy Conference (TPEC), 1--6, 2024. IEEE.
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Paper
Advanced Deep Regression Models For Oil Production Forecast.
S Hosseini, T Akilan, B Rafiq
In the 37th Canadian Conference on Artificial Intelligence, 2024.
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Paper
Tf-66: A Robust Dataset For Thermal Imaging-Based Fall Detection And Eldercare.
C Silver, T Akilan
This is a preprint, not formally published in a conference or journal yet.
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A Novel Approach For Fall Detection Using Thermal Imaging And A Stacking Ensemble Of Autoencoder And
3D-Cnn Models.
C Silver, T Akilan
In 2023 IEEE Canadian Conference on Electrical and Computer Engineering (CCECE), 71--76, 2023.
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Paper
An Efficient Cnn-Bilstm-Based Model For Multi-Class Intracranial Hemorrhage
Classification.
K Genereux, T Akilan
In 2023 8th International Conference on Image, Vision and Computing (ICIVC), 303--309, 2023. IEEE.
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Paper
Advanced Deep Regression Models For Forecasting Time Series Oil Production.
S Hosseini, T Akilan
arXiv preprint arXiv:2308.16105
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Nlp-Driven Content Classification Towards Fake News And Bully Detection.
DG Sarkale, VJ Gabani, W Zhang, T Akilan
In 2023 IEEE International Conference on Artificial Intelligence, Blockchain, and Internet of Things
(AIBThings), 1--5, 2023.
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Paper
Multi-Class Brain Tumor Segmentation Using Graph Attention Network.
D Patel, D Patel, R Saxena, T Akilan
In 8th International Conference on Signal and Image Processing (ICSIP), 196--201, 2023.
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Dual-Modality Deep Feature-Based Anomaly Detection For Video Surveillance.
PL Bhatt, D Shah, WZ C. Silver, T Akilan
In 2023 IEEE Canadian Conference on Electrical and Computer Engineering (CCECE), 60--64, 2023.
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Paper
Federated Learning-Assisted Self-Supervised Cnn For Monkeypox Diagnosis.
N Jahan, G Bajwa, T Akilan
In 2023 IEEE Western New York Image and Signal Processing Workshop (WNYISPW), 1--5, 2023. IEEE.
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Paper
Low-Light Pedestrian Detection In Visible And Infrared Image Feeds: Issues And
Challenges.
H Vachhani, T Akilan, Y Devmurari, N Shaik, D Patel
In arXiv preprint arXiv:2311.08557, 2023.
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Intelligent Real-Time Face-Mask Detection System With Hardware Acceleration For Covid-19
Mitigation.
P Sertic, A Alahmar, T Akilan, M Javorac, Y Gupta
In Healthcare, 873, 2022. MDPI.
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Machine Learning For Global Food Security: A Concise Overview.
N Jahan, T Akilan, AR Phalke
In 2022 IEEE International Humanitarian Technology Conference (IHTC), 63--68, 2022. IEEE.
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A Lightweight Convolutional Neural Network With Representation Self-Challenge For Fingerprint
Liveness
Detection..
J Chen, C Yuan, C Cui, Z Xia, X Sun
In Computers, Materials \& Continua, 2022.
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Deep Neural Network Modeling For Accurate Electric Motor Temperature Prediction.
S Hosseini, A Shahbandegan, T Akilan
In 2022 IEEE Canadian Conference on Electrical and Computer Engineering (CCECE), 170--175, 2022. IEEE.
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Global Attention-Based Encoder-Decoder Lstm Model For Temperature Prediction Of Permanent Magnet
Synchronous Motors.
J Li, T Akilan
In arXiv preprint arXiv:2208.00293, 2022.
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Anova-Based Automatic Attribute Selection And A Predictive Model For Heart Disease
Prognosis.
MNR Chowdhury, W Zhang, T Akilan
In arXiv preprint arXiv:2208.00296, 2022.
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Accurate Flow Regime Classification And Void Fraction Measurement In Two-Phase Flowmeters Using
Frequency-Domain Feature Extraction And Neural Networks.
S Hosseini, AM Iliyasu, T Akilan, AS Salama, E Eftekhari-Zadeh, K Hirota
In Separations, 160, 2022. MDPI.
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Intelligent Real-Time Face-Mask Detection System With Hardware Acceleration For Covid-19 Mitigation.
Healthcare 2022, 10, 873.
P Sertic, A Alahmar, T Akilan, M Javorac, Y Gupta
MDPI stays neutral with regard to jurisdictional claims in published maps and institutional
affil-iations.
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Paper
A Hybrid Learner For Simultaneous Localization And Mapping.
T Akilan, E Johnson, J Sandhu, R Chadha, G Taluja
In arXiv preprint arXiv:2101.01158, 2021.
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Low-Light Pedestrian Detection In Visible And Infrared Image Feeds: Issues And
Challenges.
H Vachhani, T Akilan, Y Devmurari, N Shaik, D Patel
In arXiv preprint arXiv:2311.08557, 2023.
View Paper
Intelligent Real-Time Face-Mask Detection System With Hardware Acceleration For Covid-19
Mitigation.
P Sertic, A Alahmar, T Akilan, M Javorac, Y Gupta
In Healthcare, 873, 2022. MDPI.
View Paper
Machine Learning For Global Food Security: A Concise Overview.
N Jahan, T Akilan, AR Phalke
In 2022 IEEE International Humanitarian Technology Conference (IHTC), 63--68, 2022. IEEE.
View Paper
A Lightweight Convolutional Neural Network With Representation Self-Challenge For Fingerprint
Liveness
Detection..
J Chen, C Yuan, C Cui, Z Xia, X Sun
In Computers, Materials \& Continua, 2022.
View Paper
Deep Neural Network Modeling For Accurate Electric Motor Temperature Prediction.
S Hosseini, A Shahbandegan, T Akilan
In 2022 IEEE Canadian Conference on Electrical and Computer Engineering (CCECE), 170--175, 2022. IEEE.
View Paper
Global Attention-Based Encoder-Decoder Lstm Model For Temperature Prediction Of Permanent Magnet
Synchronous Motors.
J Li, T Akilan
In arXiv preprint arXiv:2208.00293, 2022.
View Paper
Anova-Based Automatic Attribute Selection And A Predictive Model For Heart Disease
Prognosis.
MNR Chowdhury, W Zhang, T Akilan
In arXiv preprint arXiv:2208.00296, 2022.
View Paper
Accurate Flow Regime Classification And Void Fraction Measurement In Two-Phase Flowmeters Using
Frequency-Domain Feature Extraction And Neural Networks.
S Hosseini, AM Iliyasu, T Akilan, AS Salama, E Eftekhari-Zadeh, K Hirota
In Separations, 160, 2022. MDPI.
View Paper
Intelligent Real-Time Face-Mask Detection System With Hardware Acceleration For Covid-19 Mitigation.
Healthcare 2022, 10, 873.
P Sertic, A Alahmar, T Akilan, M Javorac, Y Gupta
MDPI stays neutral with regard to jurisdictional claims in published maps and institutional
affil-iations.
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Paper
A Hybrid Learner For Simultaneous Localization And Mapping.
T Akilan, E Johnson, J Sandhu, R Chadha, G Taluja
In arXiv preprint arXiv:2101.01158, 2021.
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2021 Index Ieee Transactions On Neural Networks And Learning Systems Vol. 32.
A Abbas, M Abbasi, MM Abdelsamea, A Abusorrah, E Adeli, RK Agarwal, ...
In IEEE Transactions on Neural Networks and Learning Systems, 2021.
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Paper
Multi-Channel Mri Embedding: An Effective Strategy For Enhancing Brain Tumor
Segmentation.
A Pandya, C Samuel, N Patel, V Patel, T Akilan
In 2021 IEEE Applied Imagery Pattern Recognition Workshop (AIPR), 1--8, 2021. IEEE.
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2021 Index Ieee Transactions On Industrial Informatics Vol. 17.
J Abawajy, A Abdalla, M Abdel-Basset, M Abdel-Nasser, A Abdollahi, ...
In IEEE Transactions on Industrial Informatics, 2021.
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Paper
Multi-Channel Mri Embedding: An Effectivestrategy For Enhancement Of Human Brain Wholetumor
Segmentation.
A Pandya, C Samuel, N Patel, V Patel, T Akilan
In arXiv preprint arXiv:2009.06115, 2020.
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A Width-Growth Model With Subnetwork Nodes And Refinement Structure For Representation Learning And
Image Classification.
W Zhang, QMJ Wu, Y Yang, T Akilan, H Zhang
In IEEE Transactions on Industrial Informatics, 1562--1572, 2020. IEEE.
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Multimodality Weight And Score Fusion For Slam.
T Akilan, E Johnson, G Taluja, J Sandhu, R Chadha
In 2020 IEEE Canadian Conference on Electrical and Computer Engineering (CCECE), 1--4, 2020. IEEE.
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Es2Isl: An Advancement In Speech To Sign Language Translation Using 3D Avatar Animator.
BD Patel, HB Patel, MA Khanvilkar, NR Patel, T Akilan
In 2020 IEEE Canadian Conference on Electrical and Computer Engineering (CCECE), 1--5, 2020. IEEE.
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Multimodel Feature Reinforcement Framework Using Moore–Penrose Inverse For Big Data
Analysis.
W Zhang, QMJ Wu, Y Yang, T Akilan
In IEEE Transactions on Neural Networks and Learning Systems, 5008--5021, 2020. IEEE.
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Quantifying The Impact Of Complementary Visual And Textual Cues Under Image Captioning.
T Akilan, A Thiagarajan, B Venkatesan, S Thirumeni, SG Chandrasekaran
In 2020 IEEE International Conference on Systems, Man, and Cybernetics (SMC), 389--394, 2020. IEEE.
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Fast Detection Of Duplicate Bug Reports Using Lda-Based Topic Modeling And
Classification.
T Akilan, D Shah, N Patel, R Mehta
In 2020 IEEE International Conference on Systems, Man, and Cybernetics (SMC), 1622--1629, 2020. IEEE.
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2020 Index Ieee Transactions On Intelligent Transportation Systems Vol. 21.
MA Abdel-Aty, A Abdel-Rahim, S Abdulla, NF Abdullah, ...
In IEEE Transactions on Intelligent Transportation Systems, 2020.
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Paper
2019 Index Ieee Transactions On Vehicular Technology Vol. 68.
MA Abd-Elmagid, MF Abdel-Hafez, A Abdel-Rahim, A Abdelaziz, ...
In IEEE Transactions on Vehicular Technology, 2019.
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Paper
2019 Index Ieee Transactions On Computer-Aided Design Of Integrated Circuits And Systems Vol.
38.
I Abdomerovic, A Afzali-Kusha, V Agarwal, EC Ahn, S Ahn, A Ain, T Akilan, ...
In IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, 2019.
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Sendec: An Improved Image To Image Cnn For Foreground Localization.
T Akilan, QMJ Wu
In IEEE Transactions on Intelligent Transportation Systems, 4435--4443, 2019. IEEE.
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Video Foreground Extraction Using Multi-View Receptive Field And Encoder–Decoder Dcnn For Traffic
And
Surveillance Applications.
T Akilan, QMJ Wu, W Zhang
In IEEE Transactions on Vehicular Technology, 9478--9493, 2019. IEEE.
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Recomputation Of The Dense Layers For Performance Improvement Of Dcnn.
Y Yang, QMJ Wu, X Feng, T Akilan
In IEEE transactions on pattern analysis and machine intelligence, 2912--2925, 2019. IEEE.
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A 3D Cnn-Lstm-Based Image-To-Image Foreground Segmentation.
T Akilan, QJ Wu, A Safaei, J Huo, Y Yang
In IEEE Transactions on Intelligent Transportation Systems, 959--971, 2019. IEEE.
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Fusion-Based Foreground Enhancement For Background Subtraction Using Multivariate Multi-Model
Gaussian
Distribution.
T Akilan, QMJ Wu, Y Yang
In Information Sciences, 414--431, 2018. Elsevier.
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Video Foreground Localization From Traditional Methods To Deep-Learning.
T Akilan
University of Windsor (Canada)
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A Foreground Inference Network For Video Surveillance Using Multi-View Receptive Field.
T Akilan
In arXiv preprint arXiv:1801.06593, 2018.
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New Trend In Video Foreground Detection Using Deep-Learning.
T Akilan, QMJ Wu, J Wei, S Amin, H Jie
In 2018 IEEE 61St international midwest symposium on circuits and systems (MWSCAS), 889--892, 2018.
IEEE.
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Effect Of Fusing Features From Multiple Dcnn Architectures In Image Classification.
T Akilan, QJ Wu, H Zhang
In IET Image Processing, 1102--1110, 2018. The Institution of Engineering and Technology.
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Non-Iterative Recomputation Of Dense Layers For Performance Improvement Of Dcnn.
Y Yang, QM Wu, X Feng, T Akilan
In arXiv preprint arXiv:1809.05606, 2018.
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System-On-A-Chip (Soc)-Based Hardware Acceleration For An Online Sequential Extreme Learning Machine
(Os-Elm).
A Safaei, QMJ Wu, T Akilan, Y Yang
In IEEE transactions on computer-aided design of integrated circuits and systems, 2127--2138, 2018.
IEEE.
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Double Encoding - Slow Decoding Image To Image Cnn For Foreground Identification With Application
Towards Intelligent Transportation.
T Akilan, QMJ Wu
In 2018 IEEE International Conference on Internet of Things (iThings) and IEEE Green Computing and
Communications (GreenCom) and IEEE Cyber, Physical and Social Computing (CPSCom) and IEEE Smart Data
(SmartData), 395--403, 2018. IEEE.
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A Late Fusion Approach For Harnessing Multi-Cnn Model High-Level Features.
T Akilan, QMJ Wu, A Safaei, W Jiang
In 2017 IEEE International Conference on Systems, Man, and Cybernetics (SMC), 566--571, 2017. IEEE.
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Fusion Of Transfer-Learning Features And Its Application In Image Classification.
T Akilan, QMJ Wu, Y Yang, A Safaei
In 2017 IEEE 30th Canadian Conference on Electrical and Computer Engineering (CCECE), 1--5, 2017. IEEE.
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A Feature Embedding Strategy For High-Level Cnn Representations From Multiple Convnets.
T Akilan, QMJ Wu
2017 IEEE Global Conference on Signal and Information Processing (GlobalSIP)
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Paper
System-On-Chip-Based Hardware Acceleration For Human Detection In 2D/3D Scenes.
A Safaei, QMJ Wu, T Akilan
In 2017 IEEE International Conference on Systems, Man, and Cybernetics (SMC), 1041--1045, 2017. IEEE.
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A Feature Embedding Strategy For High-Level Cnn Representations From Multiple Convnets.
T Akilan, QMJ Wu, W Jiang
In 2017 IEEE Global Conference on Signal and Information Processing (GlobalSIP), 1195--1199, 2017. IEEE.
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System-On-A-Chip (Soc)-Based Hardware Acceleration For Extreme Learning Machine.
A Safaei, QMJ Wu, Y Yang, T Akılan
In 2017 24th IEEE international conference on electronics, circuits and systems (ICECS), 470--473, 2017.
IEEE.
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A Unified Threshold Updating Strategy For Multivariate Gaussian Mixture Based Moving Object
Detection.
A Thangarajah, QMJ Wu, J Huo
In 2016 International Conference on High Performance Computing \& Simulation (HPCS), 570--574, 2016.
IEEE.
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Label Fusion For Multi-Atlas Segmentation Based.
A Thangarajah
In Image Analysis and Recognition: 12th International Conference, ICIAR 2015, Niagara Falls, ON, Canada,
July
22-24, 2015, Proceedings, 100, 2015. Springer.
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Design Of Full Adder/Subtractor Using Irreversible Ig-A Gate.
AK Chowdhury, DYW Tan, SLB Yew, GLC Wyai, B Madon, A Thangarajah
In 2015 International Conference on Computer, Communications, and Control Technology (I4CT), 103--107, 2015.
IEEE.
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Implementation Of Auto Monitoring And Short-Message-Service System Via Gsm Modem.
A Thangarajah, B Wongkaew, M Ekpanyapong
In arXiv preprint arXiv:1501.01548, 2015.
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Label Fusion For Multi-Atlas Segmentation Based On Majority Voting.
J Huo, G Wang, QMJ Wu, A Thangarajah
In Image Analysis and Recognition: 12th International Conference, ICIAR 2015, Niagara Falls, ON, Canada,
July
22-24, 2015, Proceedings 12, 100--106, 2015. Springer International Publishing.
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Paper
Video Foreground Detection In Non-Static Background Using Multi-Dimensional Color
Space.
A Thangarajah, QMJ Wu, AK Singh, B Mandon, AK Chowdhury
In Procedia Computer Science, 55--61, 2015. Elsevier.
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Vision-Based Registration For Augmented Reality-A Short Survey.
A Thangarajah, J Wu, B Madon, AK Chowdhury
In 2015 IEEE international conference on signal and image processing applications (ICSIPA), 463--468, 2015.
IEEE.
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Design Of 20-Ghz Low Noise Amplifier For Automotive Collision Avoidance Application.
A Thangarajah, HM Hsu, M Ekpanyapong, C Punyasai, YT Chou, NC Liu
In 2013 International SoC Design Conference (ISOCC), 119--122, 2013. IEEE.
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Fpga Implementation Of Hermite-Rodriguez Functions For Uwb Systems.
A Thangarajah, MA Yusoff
In IEEE TENCON, 2011.
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