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Transcript
Introduction to Benchmarking (II): The current
situation in other imaging communities
CHALLENGE
PUBLIC DATASET
BIOIMAGING
PATTERN RECOGNITION & DATA MINING
& COMPUTATIONAL LEARNING
PUBLIC DATASET
In the nut shell
It aims to establish the state-of-the-art
in microarray data analysis, as well as
identify progress and highlight
promising directions for future efforts.
CAMDA
Every year, thousands of papers are published that
describe new algorithms to be applied to medical
images. But very few provide a fair and direct
comparison of the newly proposed algorithm
with the state of the art. We believe that such
comparisons can help to substantially improve the
performance of medical image analysis algorithms.
Grand Challenge in Medical Imaging Analysis
Its purposes are:
To encourage research on algorithms that
scale to commercial sizes
To provide a reference dataset for
evaluating research […]
Million Song Dataset
To exploit the competitive nature of many
researchers and drive progress forwards at a
faster pace.
PASCAL
KEY POINTS FOR A CHALLENGE
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•
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To engage the community
To generate or collect some datasets
To identify the tasks under evaluation
To define the figures of merit
To plan a schedule