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Xinghong Huang

3 accepted papers

2020

Keypoint Description by Descriptor Fusion Using Autoencoders

ICRA 2020poster

Keypoint matching is an important operation in computer vision and its applications such as visual simultaneous localization and mapping (SLAM) in robotics. This matching operation heavily depends on the descriptors of the keypoints, and it must be performed reliably when images undergo conditional…

Cited by 5SourceScholar
2019

A Comparison of CNN-Based and Hand-Crafted Keypoint Descriptors

ICRA 2019poster

Keypoint matching is an important operation in computer vision and its applications such as visual simultaneous localization and mapping (SLAM) in robotics. This matching operation heavily depends on the descriptors of the keypoints, and it must be performed reliably when images undergo condition ch…

Cited by 34SourceScholar
2019

Improving Keypoint Matching Using a Landmark-Based Image Representation

ICRA 2019poster

Motivated by the need to improve the performance of visual loop closure verification via multi-view geometry (MVG) under significant illumination and viewpoint changes, we propose a keypoint matching method that uses landmarks as an intermediate image representation in order to leverage the power of…

Cited by 7SourceScholar