Scholar
Vishal Monga
Google Scholar ID: hbwhlbwAAAAJ
Professor of EECS, Pennsylvania State University
Citations & Impact
Citations
8,613
H-index
38
i10-index
102
Publications
20
Co-authors
11
list available
Contact
No contact links provided.
Publications
Resume (English only)
Academic Achievements
- 2024 SPS Best Paper Award!
- Featured Article in IEEE Signal Processing Magazine: Algorithm Unrolling: Interpretable, Efficient Deep Learning for Signal and Image Processing
- Dr. Monga Elevated to IEEE Fellow! His contributions to computationally efficient image analysis and restoration have been recognized, including best paper awards from the IEEE, a National Science Foundation CAREER Award, and induction into the National Academy of Inventors.
- Publication in IEEE TBME: GLAPAL-H: Global, Local And Parts Aware Learner for Hydrocephalus Infection Diagnosis in Low-Field MRI
- Publication in IEEE TCI: Deep, Convergent, Unrolled Half-Quadratic Splitting For Image Deconvolution
- NEW! Handbook of Convex Optimization Methods in Imaging Science - A comprehensive guide discussing imaging science through the lens of convex optimization.
Research Experience
- Graduate research at iPAL is centered around developing new tractable solutions to challenging optimization problems, aiming for a favorable performance-complexity trade-off.
Background
- The Information Processing and Algorithms Laboratory (iPAL), directed by Prof. Vishal Monga, focuses on convex and non-convex optimization methods in learning, vision, and signal processing. It particularly emphasizes estimation frameworks that incorporate domain-inspired prior knowledge.
Miscellany
- Research areas include Medical & Computational Imaging, Sparsity Constrained & Robust Time-series Signal Estimation, and Radar Signal Processing.
