Shireen Elhabian
6 papers · 2017–2025 · 4 venues · across top CS/AI venues
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Achievements
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π Conference Polyglot Β· Bronze π Academic Marathon Β· Sprint π Interdisciplinary Bridge Β· Bronze πΊοΈ Taxonomy Completionist (16) π£ Hot Topic Early Bird
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Research topics
Computer Vision
(6)
Deep Learning
(3)
Analysis
(3)
Architectures
(3)
Domain-Specific
(3)
Processing
(3)
Artificial Intelligence
(2)
Machine Learning
(2)
Bayesian & Probabilistic Β· Artificial Intelligence
(2)
Core Methods
(2)
Bayesian & Probabilistic Β· Machine Learning
(1)
Learning Types
(1)
Optimization & Theory
(1)
Keywords
variational inference
(2)
unsupervised learning
(2)
image segmentation
(1)
dirichlet process
(1)
bayesian nonparametrics
(1)
nonparametric bayesian
(1)
attention mechanism
(1)
point cloud
(1)
3d vision
(1)
image reconstruction
(1)
deep learning
(1)
variational bayesian
(1)
gaussian process
(1)
image registration
(1)
brain imaging
(1)
magnetic resonance imaging
(1)
dirichlet process mixture
(1)
latent variable model
(1)
deformation field
(1)
deep image prior
(1)
Papers
Family of Deep Image Prior Networks for Accelerated 3D LGE-MRI Acquisition with Enhanced Reconstruction
MIDL 2025
MORPH-LER: Log-Euclidean Regularization for Population-Aware Image Registration
MIDL 2025
Point2SSM: Learning Morphological Variations of Anatomies from Point Clouds
ICLR 2024
Image2SSM: Localization-aware Deep Learning Framework for Statistical Shape Modeling Directly from Images
MIDL 2023
Infinite ShapeOdds: Nonparametric Bayesian Models for Shape Representations
AAAI 2020
ShapeOdds: Variational Bayesian Learning of Generative Shape Models
CVPR 2017