Conditional convolution neural network enhanced random forest for facial expression recognition.

•A conditional convolution neural network enhanced random forests for facial expression recognition.•The method achieves fast and accurate results with a limited amount of training data.•A robust deep salient feature representation based on saliency-guided facial patches using “visual attention” mechanisms.