Improving Stereo Performance in Regions of Low Texture

In images with low texture the performance of conventional dense stereo can be poor. The usual solution to this is to use a large window but this itself can be problematic as the large window can blur important features and hence lead to errors in the disparity estimate. Here it is shown that, not only do connected set morphology operators overcome this problem, they perform best in regions of low texture. A further observation is that, since the operators give a heirarchical decompostion, there is a possibility of not only using these operators to choose a new window, but also to motivate a new matching method.

• Type: Conference
• Year: 1998
• Where: BMVC
• Authors: Kimberly Moravec, Richard Harvey, J. Andrew Bangham
• Keywords: BMVC 1998, Computer Vision, Conventional Dense Stereo, Large Window, Low Texture