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Pose Determination from Multi-View Image using Deep Learning | IEEE Conference Publication | IEEE Xplore

Pose Determination from Multi-View Image using Deep Learning


Abstract:

A high precision method for position and attitude determination is presented. One of the difficulties in pose determination is the lack of reliable visual features. As a ...Show More

Abstract:

A high precision method for position and attitude determination is presented. One of the difficulties in pose determination is the lack of reliable visual features. As a result, we exploit a novel convolutional neural network for stereo matching, so as to solve the problem of image feature extraction. The network is based on a siamese network and incorporates dense block into each branch. There is occlusion problem in the close-range phase of measuring object. In order to solve the occlusion, a multi-view system is established. The measurement results meet the accuracy requirements of pose determination and verify the feasibility of the method.
Date of Conference: 24-28 June 2019
Date Added to IEEE Xplore: 22 July 2019
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Conference Location: Tangier, Morocco

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