Daniel Haehn PRO
Hi, I am a biomedical imaging and visualization researcher who investigates how computational methods can accelerate biological and medical research.
Biomedical Imaging
+
Machine Graphical Perception /
Chart Question Answering
Biomedical Imaging
Neuroscience / Brain Connectivity
Breast Cancer
Connectomics
IEEE Vis, CVPR, ICCV..
Mitochondria
Use
for Alignment
Yahiya Hussain
Gianna Yang
MIDL 2020
Adolescent Brain Cognitive Development
The ABCD Study is the largest long-term study of brain development and child health in the United States.
> 10k children
> 30k scans
Loraine Franke
PacificVis 2021
MICCAI 2020
Biomedical Imaging
Neuroscience / Brain Connectivity
Breast Cancer
World's Largest Publicly-Available Annotated Mammography Dataset
70,000 imaging studies with ground truth labels
acquired data over 9 years
GE (63%), Hologic (37%)
50,000 mammograms
20,000 tomosynthesis
manual annotation of 70,000 studies is not feasible
Intelligent Annotation Framework
Two Artificial Neural Networks..
..work together for Quality control
Discriminator finds error pattern of Classifier
750k
Machine Graphical Perception
1984
IEEE Vis 2018
2500+ networks
Jesse Freeman
Aswin Vasudevan
Chart Question Answering Workshop
Analysis of images and text in visualizations
Computer Vision + Natural Language Processing
Chart Question Answering Workshop
Analysis of images and text in visualizations
complex!
identification
estimation
relation
of visual marks to extract information
computational methods might ideally mimic human chart perception
?
easy
hard
XTK
Three.js
WebGL
limited
freedom
Complexity
Functionality
VIS 2021 Short Paper
By Daniel Haehn
Hi, I am a biomedical imaging and visualization researcher who investigates how computational methods can accelerate biological and medical research.