M
Research Areas
Biography and Research Information
OverviewAI-generated summary
Manuel Serna-Aguilera's research focuses on the application of deep learning techniques to analyze video data for the detection of neurological and developmental conditions. His recent publications explore the use of deep learning models for autism detection, including the development of novel datasets that incorporate extra-stimulatory behaviors to improve classification accuracy. He has also investigated continual learning approaches for vision-brain understanding and explored neural cell video synthesis using optical-flow diffusion models.
Serna-Aguilera collaborates with researchers at the University of Arkansas at Fayetteville, including Xuan-Bac Nguyen, Han‐Seok Seo, Khoa Luu, and Asmita Singh. His work has resulted in a h-index of 1 with 6 publications and 12 citations.
Metrics
- h-index: 1
- Publications: 6
- Citations: 14
Selected Publications
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COBRA: A Continual Learning Approach to Vision-Brain Understanding (2026)
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Video-Based Autism Detection with Deep Learning (2024)
Collaboration Network
Top Collaborators
Xuan-Bac Nguyen
University of Arkansas at Fayetteville
4 shared publications
In database
- Video-Based Autism Detection with Deep Learning
- A Novel Dataset for Video-Based Neurodivergent Classification Leveraging Extra-Stimulatory Behavior
- Video-Based Autism Detection with Deep Learning
- COBRA: A Continual Learning Approach to Vision-Brain Understanding
Khoa Luu
3 shared publications
In database
- Video-Based Autism Detection with Deep Learning
- A Novel Dataset for Video-Based Neurodivergent Classification Leveraging Extra-Stimulatory Behavior
- Neural Cell Video Synthesis via Optical-Flow Diffusion
Leslie Neely
The University of Texas at San Antonio (US)
2 shared publications
- Video-Based Autism Detection with Deep Learning
- Video-Based Autism Detection with Deep Learning
Han‐Seok Seo
2 shared publications
In database
- Video-Based Autism Detection with Deep Learning
- A Novel Dataset for Video-Based Neurodivergent Classification Leveraging Extra-Stimulatory Behavior
Nathaniel Harris
1 shared publication
- Neural Cell Video Synthesis via Optical-Flow Diffusion
Min Zou
1 shared publication
In database
- Neural Cell Video Synthesis via Optical-Flow Diffusion
Achint K. Singh
1 shared publication
- Video-Based Autism Detection with Deep Learning
L. Rockers
1 shared publication
- Video-Based Autism Detection with Deep Learning
Sang‐hyo Park
1 shared publication
- Video-Based Autism Detection with Deep Learning
H. Seo
1 shared publication
- Video-Based Autism Detection with Deep Learning
Kim Luu
1 shared publication
- Video-Based Autism Detection with Deep Learning
Asmita Singh
University of Arkansas at Fayetteville
1 shared publication
In database
- Video-Based Autism Detection with Deep Learning
Lydia Rockers
University of Arkansas at Fayetteville
1 shared publication
In database
- Video-Based Autism Detection with Deep Learning
Se‐Woong Park
The University of Texas at San Antonio (US)
1 shared publication
- Video-Based Autism Detection with Deep Learning
Arabinda K. Choudhary
SUNY Upstate Medical University (US)
1 shared publication
- COBRA: A Continual Learning Approach to Vision-Brain Understanding
Similar Researchers
Based on overlapping research topics
Lydia Rockers
University of Arkansas at Fayetteville
Autism Spectrum Disorder Research
Advanced Neural Network Applications
Medical Imaging Techniques and Applications
Timothy R. Kosick
University of Arkansas for Medical Sciences
Medical Imaging Techniques and Applications
Behavioral and Psychological Studies
Neuroscience and Neural Engineering
Xuan-Bac Nguyen
University of Arkansas at Fayetteville
Autism Spectrum Disorder Research
Advanced Neural Network Applications
Medical Imaging Techniques and Applications
Mariofanna Milanova
University of Arkansas at Little Rock
Advanced Neural Network Applications
Medical Imaging Techniques and Applications
Behavioral and Psychological Studies
Tran-Dac-Thinh Phan
University of Arkansas at Fayetteville
Advanced Neural Network Applications
Medical Imaging Techniques and Applications
Behavioral and Psychological Studies
Asmita Singh
University of Arkansas at Fayetteville
Autism Spectrum Disorder Research
Advanced Neural Network Applications
Behavioral and Psychological Studies