DisEnvisioner is an advanced image generation technology that creates customized images by separating and enhancing thematic features, eliminating the need for tedious adjustments or reliance on multiple reference images. This technology effectively distinguishes and enhances thematic features while filtering out irrelevant attributes, achieving exceptional personalization in terms of editability and identity preservation. The research basis of DisEnvisioner stems from the current demand in the field of image generation for extracting thematic features from visual cues, tackling challenges faced by existing technologies through innovative approaches.