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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 • • • • • 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