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DK-SLAM: Monocular Visual SLAM with Deep Keypoint Learning, Tracking, and Loop Closing

The performance of visual SLAM in complex, real-world scenarios is often compromised by unreliable feature extraction and matching when using handcrafted features. Although deep learning-based local features excel at capturing high-level information and perform well on matching benchmarks, they stru...

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Bibliografiska uppgifter
Huvudupphov: Hao Qu, Lilian Zhang, Jun Mao, Junbo Tie, Xiaofeng He, Xiaoping Hu, Yifei Shi, Changhao Chen
Materialtyp: Artigo
Språk:Inglês
Utgiven: MDPI AG 2025-07-01
Serie:Applied Sciences
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Länkar:https://www.mdpi.com/2076-3417/15/14/7838
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