Dinesh Singh

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Bio:
I am working in High-dimensional Statistical Modeling Unit with Prof. Makoto Yamada as a Postdoctoral Researcher at the RIKEN Center for Advanced Intelligence Project (AIP) at Kyoto University, Japan. I completed my Ph.D. degree in Computer Science and Engineering from Indian Institute of Technology, Hyderabad in 2018, 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 National Institute of Technology, Surat in 2013, 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. I received my B. Tech degree in Information Technology from R. D. Engineering College, Ghaziabad (affiliated with UPTU Lucknow) in 2010. I worked as Assistant Professor (2013 - 2014) in the Department of Computer Science and Engineering, Parul Institute of Engineering & Technology, Vadodara, GJ, India.

Contact:
Email: dinesh [ DOT ] singh [ AT ] riken [ DOT ] jp

Academic & Research Experience:

April 2019 - present       Postdoctoral Researcher            RIKEN AIP, Japan
Feb 2019 - Mar 2019    Technical Staff - I (Research)      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


Publications:     Research Gate     Google Scholar     DBLP     LinkedIn

Patents

 P-03Method and System for Detection of Accident in Traffic Surveillance Videos
Dinesh Singh, C. Vishnu, Debaditya Roy and C. Krishna Mohan
Indian Complete Patent, Application No: 201841003604
, Jan 2018, Patent Pending.

 P-02Method and System for Detection of Crime Events in Surveillance Videos
Debaditya RoyDinesh Singh, C. Vishnu and C. Krishna Mohan
Indian Complete Patent, Application No: 201741041239
, Nov 2017, Patent Pending.

 P-01A Method and System for Real-time Detection of Traffic Violation by Two-wheeled Riders
C. Krishna Mohan, Dinesh Singh, C. Vishnu and Debaditya Roy
Indian Complete Patent, Application No: 201741038813, Nov 2017, 
Patent Pending.

Journals

 J-04
Deep Spatio-Temporal Representation for Detection of Road Accident using Stacked Autoencoder
Dinesh Singh and C. Krishna Mohan
IEEE Transactions on Intelligent Transportation Systems (T-ITS), May 2018
Paper: PDF              DataSet: IITH_Accident
 J-03
Graph Formulation of Video Activities for Abnormal Activity Recognition
Dinesh Singh and C. Krishna Mohan
Pattern Recognition, Vol.65, pp.265-272, May 2017
Paper: PDF
 J-02
DiP-SVM: Distribution Preserving Kernel Support Vector Machine for Big Data
Dinesh Singh, Debaditya Roy, and C. Krishna Mohan
IEEE Transactions on Big Data, Vol.3, No.1, pp.79-90, Jan-Mar 2017
Paper: PDF
 J-01
C
ollaborative IDS Framework for Cloud
Dinesh Singh, Dhiren Patel, Borishaniya Bhavesh, and  Chirag Modi
International Journal of Network Security, Vol.18, No.4, PP.699-709, Jul 2016

Paper: PDF

International Conferences

C-07
Projection-SVM: Distributed Kernel Support Vector Machine for Big Data using Subspace Partitioning

Dinesh Singh and C. Krishna Mohan
IEEE International Conference on Big Data (Big Data), Seattle, Washington, USA, Dec 2018
Paper: PDF
C-06
Fast-BoW: Scaling Bag-of-Visual-Words Generation

Dinesh Singh, Abhijeet Bhure, Sumit Mamtani and C. Krishna Mohan
British Machine Vision Conference (BMVC), Newcastle upon Tyne, UK, Sep 2018
Paper: PDF

 C-05
Detection of Motorcyclists without Helmet in Videos using Convolutional Neural Network
C. Vishnu, Dinesh Singh, C. Krishna Mohan and Ch. Sobhan Babu
International Joint Conference on Neural Networks (IJCNN), Anchorage, Alaska, USA, May 2017
Paper: PDF
 C-04
Visual Big Data Analytics for Traffic Monitoring in Smart City
Dinesh Singh, C. Vishnu, and C. Krishna Mohan
IEEE International Conference on Machine Learning and Applications (ICMLA), Anahiem, California, USA, Dec 2016
Paper: PDF
 C-03
Spontaneous Facial Expression Recognition: A Part Based Approach
Nazil Perveen, Dinesh Singh, and C. Krishna Mohan
IEEE International Conference on Machine Learning and Applications (ICMLA), Anaheim, California, USA, Dec 2016
Paper: PDF
 C-02
Distributed Quadratic Programming Solver for Kernel SVM using Genetic Algorithm
Dinesh Singh and C. Krishna Mohan
IEEE Congress on Evolutionary Computation (IEEE CEC), Vancouver, Canada, Jul 2016
Paper: PDF
 C-01
Automatic Detection of Bike-riders without Helmet using Surveillance Videos in Real-time
Kunal Dahiya, Dinesh Singh, and C. Krishna Mohan
International Joint Conference on Neural Networks (IJCNN), Vancouver, Canada, Jul 2016
Paper: PDF

Awards and Honors

  1. Won first prize in the 8th IDRBT Doctoral Colloquium held on December 7, 2018
  2. IEEE BigData 2018 Travel Award to attend and present paper at IEEE International Conference on Big Data (IEEE BigData 2018), Seattle, Washington, USA
  3. HiPC Travel Grant to attend IEEE International Conference on High Performance Computing, Data, and Analytic (IEEE HiPC 2017), Jaipur, India
  4. MHRD Travel Grant to attend and present paper at IEEE International Conference on Machine Learning and Applications (IEEE ICMLA'16), Anaheim, California, USA
  5. VLDB Travel Grant to attend International Conference on Very Large Data Bases (VLDB 2016), New Delhi, India
  6. Microsoft Research India Travel Grant to attend and present paper at IEEE Congress on Evolutionary Computation (IEEE CEC 2016), Vancouver, Canada

Professional Affiliations and Activities

  1. Session Chair, IEEE BigData 2018
  2. Member, IEEE Computational Intelligence Society
  3. Member, IEEE Signal Processing Society
  4. Member, IEEE Big Data
  5. Member, IEEE Cloud Computing
  6. Member, IEEE
Reviewer for Journals
  1. IEEE Transactions on Big Data (TBDATA)
  2. IEEE Transactions on Multimedia (TMM)
  3. IEEE Transactions on Neural Networks and Learning Systems (TNNLS)
  4. IEEE Transactions on Information Forensics and Security (T-IFS)
  5. IEEE Transactions on Signal Processing (TSP)
  6. IEEE Transactions on Evolutionary Compuation (TEVC)
  7. IEEE Transactions on Intelligent Transportation Systems (T-ITS)
  8. Neurocomputing
  9. IETE Technical Review
Reviewer for Conferences
    NCC 2018, ISMB/ECCB 2019

Research Guidance:

ME dissertations guidance - 3 completed, 0 ongoing (2013-14)

 Year Student Name  Thesis Title
 2013-14 Rohit Roshankumar Rameshbhi Node Auto-Configuration in Mobile Ad-hoc Network  using  filter-based addressing techniques
 2013-14 Patel Hemangini Jayantilal Intrusion Detection System in Cloud
 2013-14 Thacker Shruti Dayalji Improving Performance of Routing protocol in  MANET  using  Cross-Layer Design

Details of Conference/STTP/Workshop:

 Title of Event During
 Organized By/At        
 IEEE International Conference on Big Data (IEEE BigData 2018) Dec-2018 Seattle, Washington, USA
 INTERSPEECH 2018 Sep-2018 Hyderabad, India
 IEEE International Conference on High Performance Computing, Data, and Analytics (HiPC 2017)
 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 May-2012 SVNIT Surat, India
 IFIP WG11.11 International Winter School on Trust Management in ICT Feb-2012 SVNIT Surat, India

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