Shahira Abousamra
12 papers · 2021–2026 · 6 venues · across top CS/AI venues
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Achievements
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πΊοΈ Taxonomy Completionist (20) π£ Hot Topic Early Bird π Academic Marathon Β· Sprint π Conference Polyglot Β· Silver π Interdisciplinary Bridge Β· Silver
π€
Dynamic Duo
(11)
π
Conference Pioneer
π
Century Club Β· Bronze
Top co-authors
Research topics
Keywords
digital pathology
(3)
persistent homology
(2)
topological data analysis
(2)
crowd counting
(2)
cell detection
(2)
data augmentation
(2)
topological constraint
(2)
whole slide image
(2)
medical imaging
(2)
object localization
(1)
spatial statistics
(1)
image decomposition
(1)
semi-supervised learning
(1)
spatial context
(1)
deep learning
(1)
deep generative model
(1)
vision-language model
(1)
diffusion model
(1)
generative model
(1)
deep clustering
(1)
Papers
Act Like a Pathologist: Tissue-Aware Whole Slide Image Reasoning
CVPR 2026
TopoSlide: Topologically-Informed Histopathology Whole Slide Image Representation Learning
CVPR 2026
TopoCellGen: Generating Histopathology Cell Topology with a Diffusion Model
CVPR 2025
Hard Negative Sample Mining for Whole Slide Image Classification
MICCAI 2024
Semi-Supervised Contrastive VAE for Disentanglement of Digital Pathology Images
MICCAI 2024
Semi-supervised Segmentation of Histopathology Images with Noise-Aware Topological Consistency
ECCV 2024
Spatial Diffusion for Cell Layout Generation
MICCAI 2024
Calibrating Uncertainty for Semi-Supervised Crowd Counting
ICCV 2023
Topology-Guided Multi-Class Cell Context Generation for Digital Pathology
CVPR 2023
Unsupervised Stain Decomposition via Inversion Regulation for Multiplex Immunohistochemistry Images
MIDL 2023
Localization in the Crowd with Topological Constraints
AAAI 2021
Multi-Class Cell Detection Using Spatial Context Representation
ICCV 2021