ZHAO Yang, LIU Guoliang, TIAN Guohui, et al. A Survey of Visual SLAM Based on Deep LearningJ. Robot, 2017, 39(6): 889-896. DOI: 10.13973/j.cnki.robot.2017.0889
Citation: ZHAO Yang, LIU Guoliang, TIAN Guohui, et al. A Survey of Visual SLAM Based on Deep LearningJ. Robot, 2017, 39(6): 889-896. DOI: 10.13973/j.cnki.robot.2017.0889

A Survey of Visual SLAM Based on Deep Learning

  • Latest research progresses of deep learning techniques applied to SLAM (simultaneous localization and mapping) are summarized. In addition, the prominent achievements on inter-frame motion estimation, loop closure detection and semantic SLAM incorporated with deep learning are introduced. Furthermore, the deep learning based SLAM is compared with the traditional ones in detail. Finally, the future research directions of advanced SLAM based on deep learning are discussed.
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