A new fully automatic framework (PLCSF) for MRI pharynx and larynx cancer segmentation. Validation of the performance of the proposed framework with approach used in current clinical practice using well-established quality metrics. Applicability to MR images obtained from different MRI scanners with different imaging protocols. This study might provide a support tool for the clinicians in tumour delineation for radiotherapy treatment planning.