Ante-hoc and Post-hoc Explainability in AI for Signal and Image Processing

#image-processing #machine-learning
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Invited lecture by Prof. Satish Kumar Singh

ABSTRACT: 

This talk explores explainability techniques in signal, image, and language processing, highlighting how complex AI models make decisions across diverse data modalities. It discusses methods for interpreting model behavior, visualizing learned representations, and identifying influential features. Real-world applications demonstrate how explainability improves transparency, trust, and reliability in intelligent systems. The session also addresses current challenges and future directions for developing more interpretable and accountable AI solutions.


  Date and Time

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  • UL Faculty of Computer and Information Science
  • Večna pot 113
  • Ljubljana, Slovenia
  • Slovenia 1000
  • Building: FRI building
  • Room Number: P3
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  Speakers

Satish

Topic:

Ante-hoc and Post-hoc Explainability in AI for Signal and Image Processing

This talk explores explainability techniques in signal, image, and language processing, highlighting how complex AI models make decisions across diverse data modalities. It discusses methods for interpreting model behavior, visualizing learned representations, and identifying influential features. Real-world applications demonstrate how explainability improves transparency, trust, and reliability in intelligent systems. The session also addresses current challenges and future directions for developing more interpretable and accountable AI solutions.

Biography:

Dr. Satish Kumar Singh is a Professor at Indian Institute of Information Technology Allahabad and a distinguished researcher in Artificial Intelligence, Machine Learning, Deep Learning, Computer Vision, Biometrics, and Image Processing. With more than two decades of academic, research, and administrative experience, he has supervised numerous Ph.D. and postgraduate scholars, led several nationally and internationally funded projects, and published extensively in leading journals and conferences. His work focuses on developing intelligent solutions for real-world challenges in healthcare, security, surveillance, and multimedia analytics."

Email:

Address:Indian Institute of Information Technology , , Allahabad, India