Скачать или смотреть Vision-Driven Behavior Analysis in Autism: Challenges and Opportunities

Understanding and classifying human behaviors is a long-standing goal at the intersection of computer science and behavioral science. Video-based monitoring provides a non-intrusive and scalable framework for analyzing complex behavioral patterns in real-world environments. This talk explores key challenges and emerging opportunities in AI-driven behavior analysis for individuals with autism spectrum disorder (ASD), with an emphasis on the role of computer vision in building clinically meaningful and interpretable tools.

Paper: Advancing Multi-Person Tracking for Autism Behavior Analysis: Challenges, Opportunities, and Future Directions in Clinical Settings

https://openaccess.thecvf.com/content...

About the Speaker

Somaieh Amraee is a postdoctoral research fellow at Northeastern University’s Institute for Experiential AI. She earned her Ph.D. in Computer Engineering and her research focuses on advancing computer vision techniques to support health and medical applications, particularly in children's health and development.

#computervision #ai #artificialintelligence #machinelearning #datascience

00:00 - Intro
00:06 - Speaker Introduction and Research Overview
00:37 - Understanding Autism Spectrum Disorder
01:53 - Defining Aggressive Behavior in ASD
02:24 - AI Approaches to Behavior Monitoring
02:36 - Wearable Biosensing Solutions
03:38 - Limitations of Wearables for Sensory-Sensitive Populations
04:07 - The Need for Inclusive AI Solutions
04:36 - Vision-Driven Behavior Analysis Advantages
05:37 - Components of Vision-Based Behavior Systems
06:07 - Limitations of Current Vision-Based ASD Research
07:01 - Importance of Multi-Object Tracking
08:33 - Challenges in Multi-Person Tracking
10:11 - Clinical Dataset and Study Setup
11:35 - Evaluation of Tracking Algorithms
12:29 - Comparative Analysis of Dataset Performance
13:16 - Detailed Challenge Example from Clip Eight
14:05 - Common Vision-Based Tracking Challenges
15:13 - Occlusion and Environmental Interference
16:22 - Reidentification and Appearance Similarity Issues
18:00 - Opportunities in Vision-Driven Behavior Analysis
18:40 - Potential Applications Beyond Autism
19:26 - Vision Systems Supporting Clinical Integration
20:41 - Conclusion and Future Research Directions
21:40 - Q&A: Differentiating Autistic and Aggressive Behaviors