A multi-modal vision-language pipeline strategy for contour quality assurance and adaptive optimization.

The proposed CQA-AO strategy, which combines quality assurance of contour and adaptive optimization correction for OARs contouring, demonstrated superior performance compare to conventional methods. This method can be implemented in the clinical contouring procedures and improve the efficiency of delineating and reviewing workflow.