Generative AI and Multimodal Large Language Models (MLLMs) for Smart Multimedia
Organizers: [Your Name], [Your Institution], [Your Email]
The rapid advancements in large language models (LLMs) and multimodal AI have transformed the landscape of smart multimedia. These technologies enable seamless integration of text, vision, and audio, powering intelligent content creation, adaptive learning, and interactive applications. From personalized content recommendation to generative AI in AR/VR, the possibilities are vast. This Special Session aims to explore the latest breakthroughs, challenges, and real-world applications of multimodal AI in smart multimedia.
Topics include, but are not limited to:
- Multimodal LLMs for adaptive and context-aware media processing
- Generative AI for personalized content recommendation and creation
- AI-powered interactive and immersive media (AR/VR/metaverse)
- Vision-language models for automated video editing and storytelling
- Ethics, bias, and explainability in AI-generated multimedia
Advanced Signal Processing and AI in Smart Multimedia
Organizers: [Your Name], [Your Institution], [Your Email]
Recent advancements in signal processing and AI have significantly improved multimedia processing, enabling high-quality, efficient, and real-time media transformations. With deep learning-based techniques and edge AI, real-time applications in video, audio, and image processing are becoming more intelligent and adaptive. This Special Session aims to bring together researchers and practitioners to discuss innovations in neural and adaptive signal processing for multimedia.
Topics include, but are not limited to:
- Neural and adaptive signal processing for real-time multimedia enhancement
- Self-supervised and few-shot learning for multimedia signals
- Edge AI and efficient neural networks for smart multimedia processing
- Compressive sensing and sparse representation in multimedia
- AI-driven noise reduction and super-resolution techniques
Smart Multimedia for Healthcare and Biomedical Applications
Organizers: [Your Name], [Your Institution], [Your Email]
The integration of AI with multimedia technologies in healthcare is revolutionizing diagnostics, patient monitoring, and assistive technologies. Smart multimedia applications powered by deep learning, signal processing, and multimodal data fusion can enhance medical imaging, speech-based diagnostics, and real-time patient analytics. This Special Session aims to explore the latest advancements in AI-driven healthcare multimedia applications.
Topics include, but are not limited to:
- AI-powered medical image and video analysis for diagnostics
- Multimodal AI for patient monitoring and assistive technologies
- Speech and NLP technologies for healthcare applications
- Wearable AI and smart multimedia for remote healthcare
- Privacy and security in AI-driven healthcare multimedia
Robotics, Automation, and Smart Multimedia
Organizers: [Your Name], [Your Institution], [Your Email]
Robotic systems increasingly rely on AI-driven multimedia processing to enhance perception, decision-making, and human interaction. With advancements in vision-based AI, multimodal learning, and real-time analytics, robots can achieve improved autonomy and collaboration. This Special Session focuses on the intersection of robotics and smart multimedia, addressing key challenges and innovations.
Topics include, but are not limited to:
- Vision-based AI for robotics and autonomous systems
- LLM-driven multimodal interfaces for human-robot collaboration
- AI-driven multimedia perception for robotic surgery and telemedicine
- Gesture and speech recognition for intuitive human-robot interaction
- AI-powered scene understanding for autonomous navigation
Next-Gen Media Understanding, Security, and Ethics
Organizers: [Your Name], [Your Institution], [Your Email]
As AI-driven multimedia technology evolves, challenges in security, deepfake detection, and ethical AI usage become increasingly critical. Ensuring trustworthy AI models, detecting fake content, and mitigating biases are essential for responsible media applications. This Special Session explores the latest research in media security, ethics, and trustworthy AI.
Topics include, but are not limited to:
- AI-powered video understanding and compression
- Multimodal sentiment and emotion analysis in smart media
- Deepfake detection and media forensics
- Explainable AI and bias mitigation in multimedia applications
- Secure AI-driven content generation and authentication