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pdf file, 3 MB - Luiz Velho - IMPA

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Features detection<br />

• Detect keypoints for each image using Lowe’s SIFT<br />

• To try to speed up this step, used Wu’ SiftGPU<br />

– Implementation of SIFT for GPU<br />

– GPU shaders used in Gaussian pyramid construction, DoG<br />

keypoint detection and descriptor generation<br />

– Processes pixels and features paralelly in GPU and builds<br />

compact feature list by using GPU reduction: per-pixel<br />

processing changed to per-feature processing – reduces<br />

readback time<br />

27/11/2008 Fundamentals and Trends in Image Processing – <strong>IMPA</strong><br />

cpalomo@inf.puc-rio.br<br />

8

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