Image

Pratik Kumar Mishra

Ph.D. Candidate

University of Toronto, Canada

Research Interests

Updates

  • March 2023: My privacy-protecting behaviours of risk detection paper featured by UHN Research.
  • October 2022: Presented poster on "Privacy Protecting Approaches for Automatic Detection of Behaviours of Risk in People with Dementia using Deep Learning" at 2022 AGE-WELL Annual Conference, Regina, Saskatchewan.
  • October 2022: Featured by KITE UHN for winning the AGE-WELL-FASE Graduate and AGE-WELL Conference travel awards.
  • August 2022: Awarded AGE-WELL Conference travel and accommodation subsidy award.
  • August 2022: Awarded AGE-WELL-UofT FASE Graduate Student and Postdoctoral Award.
  • May 30 2022: Presented at Canadian AI 2022 Graduate Student Symposium.
  • March 15 2022: Presented at the University of Toronto Three Minute Thesis competition.
  • January 2022: Paper 'Unsupervised Deep Learning to Detect Agitation From Videos in People With Dementia' got accepted at IEEE Access.
  • July 2021: Awarded 2021-22 Wildcat Graduate Scholarship at the University of Toronto.

Education

Teaching Experience

  • Prospective Professors in Training, University of Toronto, Canada, Jan 2024-Aug 2024.
  • Teaching Assistant, University of Toronto, Canada.
    • BME1560: Artificial Intelligence for Biomedical Engineering (Sept-Dec 2022)
  • Teaching Assistant, Indian Institute of Technology Indore, India, July 2018-July 2020.
    • CS 304N: Computer Intelligence (Jan-June 2020)
    • CS 354N: Computer Intelligence Lab (Jan-June 2020)
    • CS 207: Database and Information System (July-Dec 2019)
    • CS 357: Database and Information System Lab (July-Dec 2019)
    • CS 202: Automata Theory and Logic (Jan-June 2019)
    • CS 103: Computer Programming (July-Dec 2018)
    • CS 153: Computer Programming Lab (July-Dec 2018)

Work Experience

Scientific Contributions

Journal Papers:

  1. Skeletal Video Anomaly Detection using Deep Learning: Survey, Challenges and Future Directions. Pratik K. Mishra, Alex Mihailidis, Shehroz S. Khan. IEEE Transactions on Emerging Topics in Computational Intelligence, vol. 8, no. 2, pp. 1073-1085, 2024. (IF: 5.3)
  2. Privacy-Protecting Behaviours of Risk Detection in People with Dementia using Videos. Pratik K. Mishra, Andrea Iaboni, Bing Ye, Kristine Newman, Alex Mihailidis, Shehroz S. Khan. BioMed Eng OnLine, 22, 4, 2023 (Springer Nature). (IF: 3.9)
  3. Unsupervised Deep Learning to Detect Agitation From Videos in People With Dementia. Shehroz S. Khan, Pratik K. Mishra, Nizwa Javed, Bing Ye, Kristine Newman, Alex Mihailidis, Andrea Iaboni. IEEE Access, vol. 10, pp. 10349-10358, 2022. (IF: 3.9)
  4. Minimum Variance-Embedded Auto-associative Kernel Extreme Learning Machine for One-class Classification. Pratik K. Mishra, C. Gautam, A. Tiwari. Neural Computing and Applications, pp.1-15, 2021 (Springer). (IF: 6.0)
  5. Graph-Embedded Multi-layer Kernel Ridge Regression for One-class Classification. C. Gautam, A. Tiwari, Pratik K. Mishra, S. Suresh, A. Iosifidis, M. Tanveer. Cognitive Computation, 13(2), pp.552-569, 2021 (Springer). (IF: 5.4)
  6. Minimum Variance-Embedded Deep Kernel Regularized Least Squares Method for One-class Classification and Its Applications to Biomedical Data. C. Gautam, Pratik K. Mishra, A. Tiwari, B. Richhariya, H. M. Pandey, S. Wang, M. Tanveer. Neural Network, vol. 123, pp. 191-216, 2020 (Elsevier). (IF: 7.8)

Conference Proceedings:

  1. Empirical Thresholding on Spatio-temporal Autoencoders Trained on Surveillance Videos in a Dementia Care Unit. Shehroz S. Khan*, Pratik K. Mishra*, Bing Ye, Kristine Newman, Andrea Iaboni, Alex Mihailidis. 20th Conference on Robots and Vision (CRV), pp. 265-272, Montreal, Quebec, Canada, 2023.
*The first and second authors have equal contributions.

Posters and Abstract:

  1. Detection of Agitation in People with Dementia using Different Video Camera Views. Pratik K. Mishra, Andrea Iaboni, Bing Ye, Kristine Newman, Alex Mihailidis, Shehroz S. Khan. Toronto Biomedical Engineering Conference, Toronto, Canada, 2024. [Poster]
  2. Privacy Protecting Detection of Agitation in People with Dementia using Videos. Pratik K. Mishra, Andrea Iaboni, Bing Ye, Kristine Newman, Alex Mihailidis, Shehroz S. Khan. RehabWeek 2023, Singapore, 2023. [Poster]
  3. Detection of Behaviors of Risk exhibited by People with Dementia with Privacy Protecting Videos. Pratik K. Mishra, Andrea Iaboni, Bing Ye, Kristine Newman, Alex Mihailidis, Shehroz S. Khan. Alzheimer's Association International Conference, Amsterdam, Netherlands, 2023. [Abstract]
  4. Privacy Protecting Detection of Agitation in People with Dementia. Pratik K. Mishra, Andrea Iaboni, Bing Ye, Kristine Newman, Alex Mihailidis, Shehroz S. Khan. International Conference on Aging, Innovation and Rehabilitation, Toronto, Canada, 2023. [Poster]
  5. Privacy Protecting Approaches for Automatic Detection of Behaviours of Risk in People with Dementia using Deep Learning. Pratik K. Mishra, Andrea Iaboni, Bing Ye, Kristine Newman, Alex Mihailidis, Shehroz S. Khan. 2022 AGE-WELL Annual Conference, Regina, Saskatchewan, Canada, 2022. [Poster]
  6. Automatic Detection of Behaviours of Risk in People with Dementia using Unsupervised Deep Learning. Pratik K. Mishra. Proceedings of the Canadian Conference on Artificial Intelligence, 2022. [Extended abstract]

Awards

EPIC-AT Fellowship SGS Conference Grant Conference Travel Award
AGE-WELL & UofT University of Toronto AGE-WELL
Sept 2023 - Aug 2024 June 2023 Oct 2022
CAD 17,000 CAD 500 CAD 1800
AGE-WELL-UofT FASE Graduate Student Award Wildcat Graduate Scholarship GATE Scholarship
AGE-WELL & UofT University of Toronto Government of India
Sept 2022 - Aug 2023 Sept 2021 - Aug 2022 July 2018 - June 2020
CAD 15,000 CAD 10,000 INR 297,600

Media Cover:

Contact

pratikDOTmishraATmailDOTutorontoDOTca
mpratik995ATgmailDOTcom
Google Scholar    DBLP   GitHub    LinkedIn