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Depth from Stereo Voicu Popescu Matt Waibel Comp 290-075 5-01-2000
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Overview Image Acquisition Camera Calibration Epipolar Geometry Correlation Stereopsis Ideas for Future Work
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Image acquisition: Timbuktu
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Camera Calibration
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Calibration: image points
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Calibration: 3D points
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Camera Calibration
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60 deg horizontal field of view 35 mm film 8 inches baseline 4096 x 3112 pixels
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Epipolar Geometry
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Timbuktu
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Helicopter
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Eurotown
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Correlation (Template Matching) Choosing Template size (from left image) –dependant on feature size
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Correlation (cont.) Mean squared error of each channel Determining the “best” match from the correlation
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Image Preprocessing Resizing images to reduce the number of calculations Candidate pixels in left image –Hand picked pixels –Edges from left image –Every pixel
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Stereopsis Correspondences + stereo geometry => depth => rendering from other locations
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Results
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Ideas for Future Work Improve correlation quality metric Resolution pyramid for image: –start at low res when featureless surfaces are smaller Resolution pyramid for pattern Inter-register several stereo pairs
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