John V. Guttag
11 papers · 2010–2024 · 5 venues · across top CS/AI venues
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Achievements
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πΊοΈ Taxonomy Completionist (33) π Academic Marathon Β· Half π Conference Polyglot Β· Silver π Interdisciplinary Bridge Β· Silver π£ Hot Topic Early Bird
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Topic Pioneer
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Keyword Champion
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Keyword Pioneer
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Topic Evolution
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Trend Setter
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Conference Pioneer
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Renaissance Researcher
(6)
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Century Club Β· Bronze
ποΈ
Keyword Collector
(76)
Top co-authors
Research topics
Machine Learning
(7)
Deep Learning
(6)
Healthcare & Medicine
(5)
Clinical
(5)
Core Methods
(5)
Computer Vision
(4)
Learning Types Β· Machine Learning
(4)
Artificial Intelligence
(3)
Application Areas
(3)
Domain-Specific
(3)
Learning Types Β· Deep Learning
(3)
Architectures
(2)
Learning Paradigms
(2)
Models
(2)
Research
(2)
Keywords
convolutional neural network
(3)
probabilistic model
(2)
risk stratification
(2)
medical image segmentation
(2)
variational inference
(1)
feature extraction
(1)
active learning
(1)
video synthesis
(1)
semi-supervised learning
(1)
medical imaging
(1)
data augmentation
(1)
in-context learning
(1)
multimodal learning
(1)
text summarization
(1)
video generation
(1)
hierarchical clustering
(1)
unsupervised feature learning
(1)
class imbalance
(1)
time series classification
(1)
motion deblurring
(1)
Papers
Tyche: Stochastic In-Context Learning for Medical Image Segmentation
CVPR 2024
Scale-Space Hypernetworks for Efficient Biomedical Image Analysis
NeurIPS 2023
Painting Many Pasts: Synthesizing Time Lapse Videos of Paintings
CVPR 2020
Data Augmentation Using Learned Transformations for One-Shot Medical Image Segmentation
CVPR 2019
Learning from Few Subjects with Large Amounts of Voice Monitoring Data
MLHC 2019
Visual Deprojection: Probabilistic Recovery of Collapsed Dimensions
ICCV 2019
Learning to Summarize Electronic Health Records Using Cross-Modality Correspondences
MLHC 2018
Towards an Automated Screening Tool for Developmental Speech and Language Impairments
Interspeech 2016
Patient Risk Stratification for Hospital-Associated C. diff as a Time-Series Classification Task
NeurIPS 2012
Active Learning Applied to Patient-Adaptive Heartbeat Classification
NeurIPS 2010
Identifying Patients at Risk of Major Adverse Cardiovascular Events Using Symbolic Mismatch
NeurIPS 2010