Learning cast shadow appearance for human posture recognition.

•A shadow-based multi-view system is proposed for human posture recognition.•Challenging images are generated due to cast shadow projected on the floor and walls.•Handcrafted features are failed to describe such challenging images.•Synthetic data are used for the CNN training to avoid the lack of enough real data.•The CNN allows transfer learning and gives the high correct classification rate.