Tomasz Gilewicz - Publications - Bridge of Knowledge

Tomasz Gilewicz

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semantic segmentation, noisy annotations, loss masking, deep neural networks

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Year 2021

Semantic segmentation training using imperfect annotations and loss masking
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- Year 2021
One of the most significant factors affecting supervised neural network training is the precision of the annotations. Also, in a case of expert group, the problem of inconsistent data annotations is an integral part of real-world supervised learning processes, well-known to researchers. One practical example is a weak ground truth delineation for medical image segmentation. In this paper, we have developed a new method of accurate...

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