Learning from biased crowdsourced labeling with deep clustering

•The phenomenon of biased labeling usually existing in the scenario of crowdsourcing.•Biased labeling is a critical factor that effects label aggregation performance.•Deep clustering estimates the underlying label distribution and detect the bias.