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Semantic Map Construction Based on 2D Probabilistic Grids
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Dongxiang Zhang, Yimin Deng, Tianran Li
Automotive Engineer | 2023, (10) : 6 - 10
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Automotive Engineer | 2023, (10): 6-10
Selected Papers of SAECCE 2023
Semantic Map Construction Based on 2D Probabilistic Grids
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Dongxiang Zhang, Yimin Deng, Tianran Li
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  • SAIC Motor Corporation Limited, Shanghai 200041
Published: 2023-10-15 doi: 10.20104/j.cnki.1674-6546.20230350
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In the semantics mapping construction of Simultaneous Localization And Mapping (SLAM) algorithm, to solve the problem that the semantics information extracted by using deep learning technology contains noise, this paper proposes a representation method for semantic observation by probabilistic grid. The influence of noise is reduced by grid matching and probability updating, in this way, a clear map can be incrementally constructed without auxiliary means like features matching. The effectiveness of the proposed method is verified by experiments in which clear zebra crossings and lane lines are contained in the constructed map.

Semantic matching  /  Semantic noise  /  Probabilistic grid  /  Simultaneous localization and mapping
Dongxiang Zhang, Yimin Deng, Tianran Li. Semantic Map Construction Based on 2D Probabilistic Grids[J]. Automotive Engineer, 2023 , (10) : 6 -10 . DOI: 10.20104/j.cnki.1674-6546.20230350
Year 2023 volume Issue 10
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doi: 10.20104/j.cnki.1674-6546.20230350
  • Online Date:2025-11-25
  • Published:2023-10-15
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  • Revised:2023-08-12
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    SAIC Motor Corporation Limited, Shanghai 200041
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红菇科 Russulaceae 3 23 11.00 小皮伞属 Marasmius 6 2.87
小菇属 Mycena 11 5.26
光柄菇属 Pluteus 5 2.39
红菇属 Russula 17 8.13
栓菌属 Trametes 5 2.39
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