Baluja [1] combines a machine-learning framework with a thumbnail image approach. In this framework, entropy reduction and decision tree learning techniques are employed. to effectively segment pages. This work improves on prior work in web page segmentation by attempting to keep coherent regions, which might become separated segmentation methods alone are applied.