Milan Sonka
6 papers · 2016–2025 · 4 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
🏃
Academic Marathon · Sprint
🌉
Interdisciplinary Bridge · Silver
🗺️
Taxonomy Completionist
(15)
🧬
Topic Evolution
Top co-authors
Research topics
Machine Learning
(5)
Computer Vision
(4)
Healthcare & Medicine
(3)
Clinical
(3)
Core Methods
(3)
Domain-Specific
(3)
Processing
(3)
Deep Learning
(2)
Optimization & Theory
(2)
Artificial Intelligence
(1)
Mathematics & Optimization
(1)
Analysis
(1)
Architectures
(1)
Learning Paradigms
(1)
Learning Types
(1)
Keywords
medical image classification
(2)
stochastic optimization
(2)
multi-instance learning
(1)
self-supervised learning
(1)
medical imaging
(1)
medical image segmentation
(1)
variance reduction
(1)
graph cut optimization
(1)
persistent homology
(1)
markov random field
(1)
graph cut
(1)
convolutional neural network
(1)
deep neural network
(1)
feature fusion
(1)
topological feature
(1)
compositional optimization
(1)
surrogate loss function
(1)
shape prior
(1)
auc maximization
(1)
segmentation model
(1)
Papers
Sli2Vol+: Segmenting 3D Medical Images Based on an Object Estimation Guided Correspondence Flow Network
WACV 2025
PHG-Net: Persistent Homology Guided Medical Image Classification
WACV 2024
Provable Multi-instance Deep AUC Maximization with Stochastic Pooling
ICML 2023
Large-Scale Robust Deep AUC Maximization: A New Surrogate Loss and Empirical Studies on Medical Image Classification
ICCV 2021
Efficient Optimization for Hierarchically-structured Interacting Segments (HINTS)
CVPR 2017
Hedgehog Shape Priors for Multi-Object Segmentation
CVPR 2016