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

summercamp

By Daniel Haehn

summercamp

Machine Psychology at UMass Boston. See https://mpsych.org!

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