Truth on the ground

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Ground Truth

The concept of ground truth is a well-established principle in cartography, where data collected at a distance are confirmed by measurements made on location. Those local measurements are used to calibrate remote sensing devices, verify or correct experimental inferences, and update geographic databases. Ground truth observations also provide a means of training and supervising image classifica...

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Image Clustering without Ground Truth

Cluster analysis has become one of the most exercised research areas over the past few decades in computer science. As a consequence, numerous clustering algorithms have already been developed to find appropriate partitions of a set of objects. Given multiple such clustering solutions, it is a challenging task to obtain an ensemble of these solutions. This becomes more challenging when the grou...

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On Reliable Crowdsourcing and the Use of Ground Truth Information

Using some expert labels or control questions with known answers may significantly improve the reliabilities of crowdsourcing systems, but with high cost that may not be feasible at large scale. This raises important problems on how to optimally integrate such additional, expensive but accurate information with the cheap but unreliable crowd labels, addressing which is critical to build more re...

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ژورنال

عنوان ژورنال: Nature

سال: 1984

ISSN: 0028-0836,1476-4687

DOI: 10.1038/312224b0