The techniques for face detection and facial features detection have evolved separately with littleoverlap. However our brains seem to process the differentvision tasks in the interactive and cooperative ways. Sowe present a new method for facial landmarks detection.It can share the mutual features with face detection andfinds the landmarks by regression. The method is fast andslim because of the shared computing and discriminativedetection. Its accuracy is also promising. Additionally weshow the application of the method for human body features detection.