Current Research

Research Focus

As a Visiting Researcher in Visual AI under Prof. Dr. Helge Rhodin at Bielefeld University, I am working on several cutting-edge projects that advance the field of computer vision and multimodal AI.

Active Projects

Advanced 3D & Video Analysis

Active Research
June 2024 - Present

Developing novel approaches for processing and analyzing three-dimensional and temporal visual data using state-of-the-art deep learning architectures.

Focus: Real-time 3D scene understanding and motion analysis
Collaborators: AG Visual AI Group, Bielefeld University
3D Vision Deep Learning Real-time Processing

Multimodal Models for Healthcare

Under Review
2 Papers Under Review

Creating integrated AI systems that combine medical imaging and clinical data modalities for enhanced diagnostic capabilities.

Application: Tuberculosis detection using chest X-rays and clinical data
Impact: Medical Diagnosis, Healthcare Access
Medical AI Multimodal Chest X-ray

Edge AI for Developing Countries

Active Research
Ongoing

Optimizing machine learning models for deployment on resource-constrained devices in developing country contexts.

Focus: Agricultural and healthcare applications with limited connectivity
Techniques: Model Compression, Quantization, Mobile Deployment
Edge Computing Model Optimization Mobile AI

Future Directions

AR/XR Applications for Education

Planning Phase
Literature Review & Prototype Development

Exploring augmented and extended reality technologies for educational applications, particularly in STEM education for underserved communities.

Target: STEM education in developing countries
Phase: Conceptual development and feasibility studies
AR/XR Education Tech STEM

Key Research Questions

3D Understanding

How can we develop more robust and efficient 3D scene understanding algorithms for real-world applications?

Responsible AI

What are the best practices for deploying AI systems ethically and transparently in developing countries?

Edge Deployment

How can we optimize AI models for resource-constrained environments without sacrificing performance?

Collaboration Opportunities

I am always open to collaboration on projects that align with my research interests. If you are working on similar problems or have complementary expertise, please feel free to reach out.

Computer Vision Multimodal AI Healthcare Applications Agricultural AI Edge Computing Responsible AI