The field of robust learning techniques for noisy data has matured rapidly, responding to the pervasive presence of imperfect annotations in large-scale datasets across domains such as computer vision ...

Noisy data is a data set that contains extra meaningless data. Almost all data sets will contain a certain amount of unwanted noise. Noisy data can be filtered and processed into a higher quality data ...