TextSLAM: Visual SLAM with Planar Text Features
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Abstract (arXiv)
We propose to integrate text objects in man-made scenes tightly into the visual SLAM pipeline. The key idea of our novel text-based visual SLAM is to treat each detected text as a planar feature which is rich of textures and semantic meanings. The text feature is compactly represented by three parameters and integrated into visual SLAM by adopting the illumination-invariant photometric error. We also describe important details involved in implementing a full pipeline of text-based visual SLAM. To our best knowledge, this is the first visual SLAM method tightly coupled with the text features. We tested our method in both indoor and outdoor environments. The results show that with text features, the visual SLAM system becomes more robust and produces much more accurate 3D text maps that could be useful for navigation and scene understanding in robotic or augmented reality applications.
Key facts. Cited by 11 papers in the map (data through 14 Oct 2026). First posted on arXiv 26 Nov 2019.
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Citing papers per year: 2021: 1; 2022: 2; 2023: 2; 2024: 3; 2025: 3.
11 papers.
- 2021StructDepth: Leveraging the structural regularities for self-supervised indoor depth estimationcited by 36
- 2024PanSplat: 4K Panorama Synthesis with Feed-Forward Gaussian Splattingcited by 24
- 2024Hier-SLAM: Scaling-up Semantics in SLAM with a Hierarchically Categorical Gaussian Splattingcited by 15
- 2022Visual SLAM: What are the Current Trends and What to Expect?cited by 10
- 2023TextSLAM: Visual SLAM with Semantic Planar Text Featurescited by 8
- 2022Semantic Visual Simultaneous Localization and Mapping: A Surveycited by 7
- 2025Text-Aware Image Restoration with Diffusion Modelscited by 6
- 2025Unified Diffusion Transformer for High-fidelity Text-Aware Image Restorationcited by 3
- 2024Context-Based Visual-Language Place Recognitioncited by 2
- 2025PlanarGS: High-Fidelity Indoor 3D Gaussian Splatting Guided by Vision-Language Planar Priorscited by 1
- 2023Box2Poly: Memory-Efficient Polygon Prediction of Arbitrarily Shaped and Rotated Textcited by 0
- 2025Unified Diffusion Transformer for High-fidelity Text-Aware Image Restoration9 Dec 2025
- 2025PlanarGS: High-Fidelity Indoor 3D Gaussian Splatting Guided by Vision-Language Planar Priors27 Oct 2025
- 2025Text-Aware Image Restoration with Diffusion Models11 Jun 2025
- 2024PanSplat: 4K Panorama Synthesis with Feed-Forward Gaussian Splatting16 Dec 2024
- 2024Context-Based Visual-Language Place Recognition25 Oct 2024
- 2024Hier-SLAM: Scaling-up Semantics in SLAM with a Hierarchically Categorical Gaussian Splatting19 Sep 2024
- 2023Box2Poly: Memory-Efficient Polygon Prediction of Arbitrarily Shaped and Rotated Text20 Sep 2023
- 2023TextSLAM: Visual SLAM with Semantic Planar Text Features17 May 2023
- 2022Visual SLAM: What are the Current Trends and What to Expect?19 Oct 2022
- 2022Semantic Visual Simultaneous Localization and Mapping: A Survey14 Sep 2022
- 2021StructDepth: Leveraging the structural regularities for self-supervised indoor depth estimation19 Aug 2021