activity
20242026
most citedComputational Analysis of Stress, Depression and Engagement in Mental Health: A Survey

2 citations · 3 across the 6 of their papers we have counts for

collaborators

6 papers

cs.CV2026

GAViD: A Large-Scale Multimodal Dataset for Context-Aware Group Affect Recognition from Videos

Deepak Kumar, Abhishek Pratap Singh, Puneet Kumar +2

Understanding affective dynamics in real-world social systems is fundamental to modeling and analyzing human-human interactions in complex environments. Group affect emerges from i…

cs.LG2026

Machine Learning-Based Classification of Jhana Advanced Concentrative Absorption Meditation Using 7 Tesla Functional Magnetic Resonance Imaging

Puneet Kumar, Winson F. Z. Yang, Alakhsimar Singh +2

Introduction: Jhana advanced concentrative absorption meditation (ACAM-J) involves profound changes in consciousness, making its neural correlates important for understanding consc…

cs.CV2025

Vision Large Language Models Are Good Noise Handlers in Engagement Analysis

Alexander Vedernikov, Puneet Kumar, Haoyu Chen +2

Engagement recognition in video datasets, unlike traditional image classification tasks, is particularly challenged by subjective labels and noise limiting model performance. To ov…

cs.CV2024

VisioPhysioENet: Visual Physiological Engagement Detection Network

Alakhsimar Singh, Kanav Goyal, Nischay Verma +3

This paper presents VisioPhysioENet, a novel multimodal system that leverages visual and physiological signals to detect learner engagement. It employs a two-level approach for ext…

cs.CV2024★ 1 cited

TCCT-Net: Two-Stream Network Architecture for Fast and Efficient Engagement Estimation via Behavioral Feature Signals

Alexander Vedernikov, Puneet Kumar, Haoyu Chen +2

Engagement analysis finds various applications in healthcare, education, advertisement, services. Deep Neural Networks, used for analysis, possess complex architecture and need lar…

cs.HC2024★ 2 cited

Computational Analysis of Stress, Depression and Engagement in Mental Health: A Survey

Puneet Kumar, Alexander Vedernikov, Yuwei Chen +2

Analysis of stress, depression and engagement is less common and more complex than that of frequently discussed emotions such as happiness, sadness, fear and anger. The importance…