Comparison of least-squares estimation with the new robust estimation tested on two images with a small offset (gray dashed line) and with an increasing search radius. The top panel shows the offset of two images before and after correction. The bottom panel indicates the estimated γ_* (red solid line) and computed average weights ﹩{\bar{w}}_{q}﹩ (blue dashed line) probability of good pairs.