Propose a modification to your current probabilistic modeling approach to improve the visual quality of generated images while maintaining their diversity. Explain the tradeoff involved in your proposed solution.

Adjust the contrast of the output images by normalizing the pixel values or applying a transfer learning-based post-processing step. This changes the focus from solely optimizing for similarity in Euclidean space to also considering visual aesthetics, which may lead to slightly reduced diversity but improved image quality.