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C.S. Research Talk | March 11, 2021 | 01:30 PM Onwards

March 11 @ 1:30 pm - 2:30 pm

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Event Details

Speaker: Abhijit Das

Visiting Scientist, Indian Statistical Institute, Kolkata

Google Meet Link: https://meet.google.com/rrg-bhrr-est

Title: Robust face analysis employing machine learning techniques for automatic heath care.

Abstract: In the last century, automatic face analysis has been a very prominent topic of interest for researchers due to its wide spectrum of applications. In particular, face analysis can be employed for identity/attribute classification for security, and identity purposes, emotion analysis to understand the mental state of an individual, physical signal measurement and health care, etc. Owing to the real-life application, face analysis comprises a lot of challenges. Computer vision and machine learning-based techniques can be useful to underpin challenges for face analysis. This talk will highlight some of the recent computer vision and machine learning techniques to hinge robust face analysis for health care such as apathy detection and heart rate estimation  Explicitly the talk will address a couple of my recent investigations: The first topic will address the convolution neural network (CNN)-based attention for remote heart rate estimation [2] and the second topic will cover the work on CNN-based multitasking learning for robust face-based apathy classification [1].
[1] S. L. Happy, A. Dantcheva, A. Das, R. Zeghari, P, Robert, F. Bremond, Apathy Classification by Exploiting Task Relatedness, FG 2020
[2] X. Niu,  et al., Robust Remote Heart Rate Estimation from Face Videos Utilizing Spatial-temporal Attention

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Details

Date:
March 11
Time:
1:30 pm - 2:30 pm