Dinesh Singh
Bio:
I am an Assistant Professor in School of Computing and Electrical Engineering, Indian Institute of Technology Mandi. Prior to joining IIT Mandi, I worked in High-dimensional Statistical Modeling Team with Prof. Makoto Yamada as a Postdoctoral Researcher at the RIKEN Center for Advanced Intelligence Project (AIP), Kyoto University Office, Japan. I completed my Ph.D. degree in Computer Science and Engineering from IIT Hyderabad under the supervision of Prof. C. Krishna Mohan on Scalable and Distributed Methods for Large-scale Visual Computing. I received my M.Tech degree in Computer Engineering from NIT Surat where I worked with Prof. Dhiren R. Patel on machine learning approaches for network anomaly and intrusion detection in the domain of cybersecurity and cloud security.
Contact:
Email: dineshsingh [ AT ] iitmandi [ DOT ] ac [ DOT ] in
Academic & Research Experience:
Sep 2022 - Present Assistant Professor IIT Mandi, India
Feb 2019 - Aug 2022 Postdoctoral Researcher RIKEN AIP, Japan
July 2014 - Dec 2018 Graduate Teaching Assistant IIT Hyderabad, India
July 2013 - July 2014 Assistant Professor PIET Vadodara, India
July 2011 - Jun 2013 Graduate Teaching Assistant NIT Surat, India
Patents
Dinesh Singh, C. Vishnu, Debaditya Roy, and C. Krishna Mohan "Method and System for Detection of Accident in Traffic Surveillance Videos," Indian Complete Patent, Application No: 201841003604, Jan 2018, Patent Pending.
Debaditya Roy, Dinesh Singh, C. Vishnu, and C. Krishna Mohan "Method and System for Detection of Crime Events in Surveillance Videos," Indian Complete Patent, Application No: 201741041239, Nov 2017, Patent Pending.
C. Krishna Mohan, Dinesh Singh, C. Vishnu, and Debaditya Roy "A Method and System for Real-time Detection of Traffic Violation by Two-wheeled Riders," Indian Complete Patent, Application No: 201741038813, Nov 2017, Patent Pending.
Preprint
Dinesh Singh, Hector Climente-Gonzalez, Mathis Petrovich, Eiryo Kawakami and Makoto Yamada "FsNet: Feature Selection Network on High-dimensional Biological Data," arXiv preprint arXiv:2001.08322
Hardik Tankaria, Dinesh Singh, Makoto Yamada, "Nys-Newton: Nyström-Approximated Curvature for Stochastic Optimization," arxiv preprint arctic:2110.08577
Journals
Qiang Huang, Makoto Yamada, Yuan Tian, Dinesh Singh, Yi Chang "GraphLIME: Local interpretable model explanations for graph neural networks," IEEE Transactions on Knowledge and Data Engineering (TKDE), 2022
Paper: PDF
Dinesh Singh and C. Krishna Mohan "Deep Spatio-Temporal Representation for Detection of Road Accident using Stacked Autoencoder," IEEE Transactions on Intelligent Transportation Systems (T-ITS), Vol.20, No.3, pp.879-887, Mar 2019
Paper: PDF DataSet: IITH_Accident
Dinesh Singh and C. Krishna Mohan "Graph Formulation of Video Activities for Abnormal Activity Recognition," Pattern Recognition, Vol.65, pp.265-272, May 2017
Paper: PDF
Dinesh Singh, Debaditya Roy, and C. Krishna Mohan "DiP-SVM: Distribution Preserving Kernel Support Vector Machine for Big Data," IEEE Transactions on Big Data, Vol.3, No.1, pp.79-90, Jan-Mar 2017
Paper: PDF
Dinesh Singh, Dhiren Patel, Borishaniya Bhavesh, and Chirag Modi "Collaborative IDS Framework for Cloud," International Journal of Network Security, Vol.18, No.4, PP.699-709, Jul 2016
Paper: PDF
International Conferences
Dinesh Singh, Hector Climente-Gonzalez, Mathis Petrovich, Eiryo Kawakami and Makoto Yamada "FsNet: Feature Selection Network on High-dimensional Biological Data," Machine Learning for Computational Biology (MLCB 2020)
Paper: PDF
Dinesh Singh, C. Vishnu, and C. Krishna Mohan "Real-Time Detection of Motorcyclist without Helmet using Cascade of CNNs on Edge-device," IEEE Intelligent Transportation Systems Conference (IEEE ITSC 2020)
Paper: PDF
Dinesh Singh and C. Krishna Mohan "Projection-SVM: Distributed Kernel Support Vector Machine for Big Data using Subspace Partitioning," IEEE International Conference on Big Data (Big Data), Seattle, Washington, USA, Dec 2018
Paper: PDF
Dinesh Singh, Abhijeet Bhure, Sumit Mamtani, and C. Krishna Mohan "Fast-BoW: Scaling Bag-of-Visual-Words Generation," British Machine Vision Conference (BMVC), Newcastle upon Tyne, UK, Sep 2018
Paper: PDF
C. Vishnu, Dinesh Singh, C. Krishna Mohan and Ch. Sobhan Babu "Detection of Motorcyclists without Helmet in Videos using Convolutional Neural Network," International Joint Conference on Neural Networks (IJCNN), Anchorage, Alaska, USA, May 2017
Paper: PDF
Dinesh Singh, C. Vishnu, and C. Krishna Mohan "Visual Big Data Analytics for Traffic Monitoring in Smart City," IEEE International Conference on Machine Learning and Applications (ICMLA), Anaheim, California, USA, Dec 2016
Paper: PDF
Nazil Perveen, Dinesh Singh, and C. Krishna Mohan "Spontaneous Facial Expression Recognition: A Part Based Approach," IEEE International Conference on Machine Learning and Applications (ICMLA), Anaheim, California, USA, Dec 2016
Paper: PDF
Dinesh Singh and C. Krishna Mohan , "Distributed Quadratic Programming Solver for Kernel SVM using Genetic Algorithm," IEEE Congress on Evolutionary Computation (IEEE CEC), Vancouver, Canada, Jul 2016
Paper: PDF
Kunal Dahiya, Dinesh Singh, and C. Krishna Mohan, "Automatic Detection of Bike-riders without Helmet using Surveillance Videos in Real-time," International Joint Conference on Neural Networks (IJCNN), Vancouver, Canada, Jul 2016
Paper: PDF
Professional Activities
Awards and Honors
Won first prize in the 8th IDRBT Doctoral Colloquium held on December 7, 2018
IEEE BigData 2018 Travel Award to attend and present paper at IEEE International Conference on Big Data (IEEE BigData 2018), Seattle, Washington, USA
HiPC Travel Grant to attend IEEE International Conference on High Performance Computing, Data, and Analytic (IEEE HiPC 2017), Jaipur, India
MHRD Travel Grant to attend and present paper at IEEE International Conference on Machine Learning and Applications (IEEE ICMLA'16), Anaheim, California, USA
VLDB Travel Grant to attend International Conference on Very Large Data Bases (VLDB 2016), New Delhi, India
Microsoft Research India Travel Grant to attend and present paper at IEEE Congress on Evolutionary Computation (IEEE CEC 2016), Vancouver, Canada
Affiliations
PC Member, ACML 2020
PC Member, ECML-PKDD 2020
Session Chair, IEEE BigData 2018
Member, IEEE Computational Intelligence Society
Member, IEEE Signal Processing Society
Member, IEEE Big Data
Member, IEEE Cloud Computing
Member, IEEE
Reviewer for Journals
IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI),
IEEE Transactions on Big Data (TBDATA),
IEEE Transactions on Multimedia (TMM),
IEEE Transactions on Neural Networks and Learning Systems (TNNLS),
IEEE Transactions on Information Forensics and Security (T-IFS),
IEEE Transactions on Signal Processing (TSP),
IEEE Transactions on Evolutionary Compuation (TEVC),
IEEE Transactions on Intelligent Transportation Systems (T-ITS),
Neurocomputing,
IETE Technical Review,
IEEE Access
Machine Learning Journal
Neural Network
Reviewer for Conferences
NeurIPS2022, ICML2022, ICML2022, AISTATS2022, AAAI2022, ICLR 2021, ACML 2021, ICCV 2021, CVPR 2021,
AAAI 2020, ACML 2020, IJCAI 2020, IEEE ITSC 2020, ECML-PKDD 2020, ISMB/ECCB 2019, NCC 2018
Conferences/Seminars/Workshops
IEEE International Conference on High-Performance Computing, Data, and Analytics (IEEE HiPC'17), Dec-2017, Jaipur, India
IEEE International Conference on Machine Learning and Applications (IEEE ICMLA'16), Dec-2016, Anaheim, California, USA
International Conference on Very Large Data Bases (VLDB 2016), Sep-2016, New Delhi, India
IEEE World Congress on Computational Intelligence (IEEE WCCI 2016), Jul-2016, Vancouver, Canada
TEQIP funded Workshop on Deep Learning for Visual Computing (WDLVC 2016), Jun-2016, IIT Hyderabad India
EPSRC-DST Indo-UK Workshop on Conformal Prediction for Reliable Machine Learning (CPRML 2015), Dec-2015, IIT Hyderabad India
NMI-DST funded Non-convex Optimization for Machine Learning (NOML 2015), Jul-2015, IIT Bombay India
TEQIP II & ISEA Sponsored STTP on Cloud Computing, Mar-2014, SVNIT Surat India
Cloud Computing: Revolutionary Trends in IT, Dec-2013, PIET Vadodara India
Research Opportunity in Distributed Computing & Digital forensic Science, Nov-2013, PIT Vadodara India
Tools and Applications of Data mining, Sep-2013, PIT Vadodara India
AUTOBOTZ: Robotics Workshop by Technophilia System Pvt. Ltd, Sep 2013, PIET Vadodara India
IFIP WG11.11 6th International Conference on Trust Management in ICT, SVNIT Surat India
IFIP WG11.11 International Winter School on Trust Management in ICT, Feb-2012, SVNIT Surat India