Histogram distance metric learning for facial expression recognition

•A new metric learning method is presented for histogram data classification.•A convex metric learning cost function is proposed based on modified chi distance.•Local Metric Learning is proposed for facial expression recognition in the wild.•Dropout based regularizer is employed to avoid over-fitting on training data.