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Visual Odometry Michael Adams CS 223B 2008
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Problem: Measure trajectory of a mobile platform using visual data Mobile Platform (Car) Calibrated Camera GPS Truth Data
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Approach: SIFT, RANSAC, Bundle Adjustment Each Image Pair: –Find SIFT features and matches –RANSAC w/ 8 point linear algorithm for E –Use inliers to fit for E and recover R and T –Reconstruct 3D structure –Normalize each T and scale relative to first one For groups of images, nonlinear fit to adjust R, T, scale and 3-D structure Piece together scaled translations to form trajectory
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Matching
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One Corner
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Two Corners
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