IEEE Signal Processing Society Courses

Graph Constructions for Machine Learning Applications - New Insights and Algorithms

Explore graph constructions for machine learning, covering signal variation, sampling, and semisupervised learning. Gain insights into theoretical analysis and applications in deep learning geometry.

• YouTube
• 1 hour 14 minutes
• Self-Paced
• Free Video

Graph Neural Networks Are Dynamic Programmers

Explore how Graph Neural Networks function as dynamic programmers, bridging classical algorithms with neural approaches for optimal path finding and algorithmic reasoning.

• YouTube
• 1 hour 2 minutes
• Self-Paced
• Free Video

Increasing Value to SPS Members Through IEEE HAC-SIGHT

Learn how IEEE HAC/SIGHT offers high-impact humanitarian engagement opportunities, advancing technologies for marginalized communities worldwide. Discover achievements, benefits, collaborations, and ways to get involved in this impactful initiative.

• YouTube
• 58 minutes
• Self-Paced
• Free Video

Learning by Transference in Large Graphs

Explore graph theory, convergence, and transferability in large networks. Learn about graph neural networks, filters, and applications in multi-robot systems and signal processing.

• YouTube
• 1 hour 9 minutes
• Self-Paced
• Free Video

Causal Inference on Networks to Characterize Disinformation Narrative Propagation

Explore techniques for detecting and analyzing disinformation spread on social networks using causal inference, focusing on network construction, influence scoring, and bot detection.

• YouTube
• 1 hour 7 minutes
• Self-Paced
• Free Video

Modeling Physical Structure and Dynamics Using Graph-Based Machine Learning

Explore graph-based machine learning for modeling physical structures and dynamics, covering algorithms, architectures, simulations, and applications in various domains.

• YouTube
• 1 hour 15 minutes
• Self-Paced
• Free Video

Model-Based Deep Learning: Deep Equilibrium Models and Proximal Gradient Maps

Explore model-based deep learning, deep equilibrium models, and their applications in image recovery, focusing on robustness, safety, and efficiency in undersampled data scenarios.

• YouTube
• 1 hour 10 minutes
• Self-Paced
• Free Video

SPACE Webinar Series - Image Enhancement and Noise Removal Techniques

Explore cutting-edge signal processing techniques for image restoration, noise removal, and low-light enhancement in this comprehensive webinar series.

• YouTube
• 1 hour 29 minutes
• Self-Paced
• Free Video

Computational Imaging and Mask-Based Techniques - SPACE West Webinar

Explore computational imaging techniques, including mask-based imaging and lensless imaging, with Prof. Salman Asif. Learn about depth reconstruction, simulation results, and practical applications.

• YouTube
• 1 hour 11 minutes
• Self-Paced
• Free Video

Computational Imaging Systems and Optical Design - Webinar

Explore computational imaging systems, diffractive optics, and neural network-based reconstruction in this advanced signal processing webinar by Prof. Wolfgang Heidrich from KAUST.

• YouTube
• 1 hour 11 minutes
• Self-Paced
• Free Video

SPACE Webinar Series: Adaptive Dynamic Scanning and Task-Driven Image Reconstruction

Prof. Bin Dong explores signal processing challenges, focusing on image reconstruction, deep learning applications, and task-driven approaches in computer vision and medical imaging.

• YouTube
• 1 hour 23 minutes
• Self-Paced
• Free Video

Elastography Techniques in Medical Imaging - From Palpation to Subharmonic Imaging

Explore advanced ultrasound techniques and elastography methods with Prof. Doyley, covering palpation, harmonic imaging, and stress analysis for medical applications.

• YouTube
• 1 hour 29 minutes
• Self-Paced
• Free Video

Computational Microscopy Using LED Array for 3D Phase Imaging - Prof. Lei Tian

Explore advanced computational microscopy techniques using LED arrays for multimodal imaging, 3D phase reconstruction, and deep learning applications in high-resolution biological sample analysis.

• YouTube
• 1 hour 7 minutes
• Self-Paced
• Free Video

Advances in Wave Imaging and Microlocal Analysis - SPACE Webinar Series

Explore wave imaging techniques, from traditional approaches to new methods, with a focus on microlocal analysis, Fourier integral operators, and neural network architectures for improved imaging.

• YouTube
• 1 hour 18 minutes
• Self-Paced
• Free Video

Scientific Integrity Verification Through Image Forensics

Explore image forensics techniques for verifying scientific integrity, uncovering manipulations, and ensuring research authenticity in academic publications.

• YouTube
• 46 minutes
• Self-Paced
• Free Video