Choose from a variety of workshops at ARM 2025
Location : Workshop Area , Rashid Hall , Dubai World Trade Centre
1. How to validate AI solution.
Oct 21: (15.00 Hrs – 17.00 Hrs) – AED300
Learn interactively how to validate AI models .Candidates will measure AI performance in comparison to themselves
*Registering for the conference is compulsory to register for the workshops
Workshop Summary:
This highly interactive 3-hour workshop introduces participants to the essential steps of validating AI solutions in medical imaging. Using anonymized chest X-rays (normal and pneumonia cases) from the presenter’s GitHub repository, participants will test an online AI model for pneumonia detection and compare its performance against their own interpretations—or against reference radiologists present in the session. Through this practical, data-driven approach, attendees will gain confidence in critically assessing AI tools, understanding their limitations, and applying validation methods in clinical or research settings.
Workshop Objectives:
- Understand what an AI model is and why validation is critical
- Explore different validation methods and guidelines
- Learn the importance of dataset quality and selection
Target Audience:
Radiologists, informatics analysts, researchers, and scientists interested in AI in healthcare.
Agenda & Key Topics:
- Introduction to AI validation
- Hands-on validation with anonymized datasets
- Performance comparison with radiologists
- Best practices in dataset selection
Workshop Highlights:
- Hands-on, interactive exercises
- Live case analysis and group discussions
- Short lecture on validation methods
Technical Requirements:
- Participants must bring laptops with MS Excel or equivalent (Google Sheets / LibreOffice)
- Internet access and power supply provided
2. Caught or Missed? Real-World Breast AI Case Challenges
Oct 22 : ( 09.00 Hrs – 10.00 Hrs ) – AED300
An interactive workshop designed to explore the evolving role of artificial intelligence in breast imaging. Through real-world case studies, participants will engage with challenging scenarios where AI either flagged or missed subtle findings, highlighting both the potential and limitations of current technologies.
*Registering for the conference is compulsory to register for the workshops
Workshop Summary:
This interactive workshop explores the dual faces of AI in breast imaging—its transformative benefits and its real-world challenges. Through engaging case examples, participants will see how AI can enhance image detection and streamline workflows, while also understanding its limitations such as false positives and integration hurdles. Led by leading experts in the field, the session will provide practical insights into current applications of AI in breast imaging and an outlook on future innovations.
Workshop Objectives:
- Understand how AI improves detection and workflow in breast imaging
- Examine real-world challenges in adoption and integration
- Discuss approaches to managing false positives
- Gain insights into future trends and innovations in AI imaging
Target Audience:
- Radiology consultants and trainees
- Technologists
- IT specialists
- Business partners in medical imaging
Key Topics:
- Enhancing image detection
- Workflow optimization
- Integration challenges
- Managing false positives
- Ethical and legal considerations
- Future directions of AI in breast imaging
3. Mastering Breast Ultrasound: A Practical, Hands-On Approach
Oct 22 : ( 11.30 Hrs – 13.00 Hrs )- AED300
A focused workshop that offers participants the opportunity to strengthen their skills in breast ultrasound through direct, case-based practice. The session emphasizes image acquisition, interpretation, and differentiation of benign and malignant findings, with practical tips for everyday clinical use
*Registering for the conference is compulsory to register for the workshops
Workshop Summary:
Experience a unique, hands-on learning opportunity guided by expert breast ultrasonographers and radiologists. This workshop is designed to build confidence and enhance skills in breast ultrasound through live demonstrations and supervised practice. Participants will master the essentials of patient positioning, systematic scanning, and interpretation of normal and abnormal findings, while gaining practical tips to tackle difficult cases.
- Practice on live models
- Learn real-world scanning techniques and troubleshooting strategies
- Enhance diagnostic accuracy with expert guidance
Whether you are new to breast ultrasound or looking to refine your technique, this immersive session will help elevate your scanning proficiency and clinical confidence.
Workshop Objectives:
- Understand breast ultrasound principles and its diagnostic role
- Demonstrate correct patient positioning and systematic scanning
- Identify normal and abnormal sonographic appearances
- Apply practical tips to manage challenging cases
- Strengthen confidence through structured, hands-on training
Target Audience:
- Ultrasonographers
- Radiologists
Workshop Highlights:
- Interactive live scanning on real models
- Case-based teaching with expert insights
- Focused, small-group practice for maximum learning
4. Mastering of Vascular Doppler Imaging ( Oct 22, 15.00hrs – 17.00Hrs)
Oct 22 : ( 15.00 Hrs – 17.00 Hrs ) – AED300
Understanding of (doppler shifts, venous mapping, doppler displays, color map, standard vascular protocols and vascular pathologies).
Mastering basic & advanced ultrasound physics and Vascular Doppler Protocols.
*Registering for the conference is compulsory to register for the workshops
Workshop Summary:
This highly interactive 3-hour workshop introduces participants to the essential steps of validating AI solutions in medical imaging. Using anonymized chest X-rays (normal and pneumonia cases) from the presenter’s GitHub repository, participants will test an online AI model for pneumonia detection and compare its performance against their own interpretations—or against reference radiologists present in the session. Through this practical, data-driven approach, attendees will gain confidence in critically assessing AI tools, understanding their limitations, and applying validation methods in clinical or research settings.
Workshop Objectives:
- Understand what an AI model is and why validation is critical
- Explore different validation methods and guidelines
- Learn the importance of dataset quality and selection
Target Audience:
Radiologists, informatics analysts, researchers, and scientists interested in AI in healthcare.
Agenda & Key Topics:
- Introduction to AI validation
- Hands-on validation with anonymized datasets
- Performance comparison with radiologists
- Best practices in dataset selection
Workshop Highlights:
- Hands-on, interactive exercises
- Live case analysis and group discussions
- Short lecture on validation methods
Technical Requirements:
- Participants must bring laptops with MS Excel or equivalent (Google Sheets / LibreOffice)
- Internet access and power supply provided
