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相关论文: Texture2LoD3: Enabling LoD3 Building Reconstructio…

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Detailed 3D building models are crucial for urban planning, digital twins, and disaster management applications. While Level of Detail 1 (LoD)1 and LoD2 building models are widely available, they lack detailed facade elements essential for…

计算机视觉与模式识别 · 计算机科学 2025-08-22 Franz Hanke , Antonia Bieringer , Olaf Wysocki , Boris Jutzi

Although highly-detailed LoD3 building models reveal great potential in various applications, they have yet to be available. The primary challenges in creating such models concern not only automatic detection and reconstruction but also…

计算机视觉与模式识别 · 计算机科学 2024-02-12 Olaf Wysocki , Ludwig Hoegner , Uwe Stilla

Reconstructing semantic 3D building models at the level of detail (LoD) 3 is a long-standing challenge. Unlike mesh-based models, they require watertight geometry and object-wise semantics at the fa\c{c}ade level. The principal challenge of…

计算机视觉与模式识别 · 计算机科学 2023-05-11 Olaf Wysocki , Yan Xia , Magdalena Wysocki , Eleonora Grilli , Ludwig Hoegner , Daniel Cremers , Uwe Stilla

The advances in 3D reconstruction technology, such as photogrammetry and LiDAR scanning, have made it easier to reconstruct accurate and detailed 3D models for urban scenes. Nevertheless, these reconstructed models often contain a large…

图形学 · 计算机科学 2025-05-22 Shanshan Pan , Runze Zhang , Yilin Liu , Minglun Gong , Hui Huang

Numerous navigation applications rely on data from global navigation satellite systems (GNSS), even though their accuracy is compromised in urban areas, posing a significant challenge, particularly for precise autonomous car localization.…

计算机视觉与模式识别 · 计算机科学 2024-08-01 Antonia Bieringer , Olaf Wysocki , Sebastian Tuttas , Ludwig Hoegner , Christoph Holst

In this paper, we propose a model-driven method that reconstructs LoD-2 building models following a "decomposition-optimization-fitting" paradigm. The proposed method starts building detection results through a deep learning-based detector…

计算机视觉与模式识别 · 计算机科学 2021-09-10 Shengxi Gui , Rongjun Qin

We present a fully automatic approach for reconstructing compact 3D building models from large-scale airborne point clouds. A major challenge of urban reconstruction from airborne LiDAR point clouds lies in that the vertical walls are…

计算机视觉与模式识别 · 计算机科学 2023-03-10 Jin Huang , Jantien Stoter , Ravi Peters , Liangliang Nan

This paper presents a new algorithm for filling holes in Level of Detail 2 (LoD2) building mesh models, addressing the challenges posed by geometric inaccuracies and topological errors. Unlike traditional methods that often alter the…

计算几何 · 计算机科学 2024-04-25 Weixiao Gao , Ravi Peters , Hugo Ledoux , Jantien Stoter

We present a learning-based approach to reconstruct buildings as 3D polygonal meshes from airborne LiDAR point clouds. What makes 3D building reconstruction from airborne LiDAR hard is the large diversity of building designs and especially…

计算机视觉与模式识别 · 计算机科学 2024-07-30 Yujia Liu , Anton Obukhov , Jan Dirk Wegner , Konrad Schindler

We present LoD-Loc v3, a novel method for generalized aerial visual localization in dense urban environments. While prior work LoD-Loc v2 achieves localization through semantic building silhouette alignment with low-detail city models, it…

计算机视觉与模式识别 · 计算机科学 2026-03-25 Shuaibang Peng , Juelin Zhu , Xia Li , Kun Yang , Maojun Zhang , Yu Liu , Shen Yan

Achieving the EU's climate neutrality goal requires retrofitting existing buildings to reduce energy use and emissions. A critical step in this process is the precise assessment of geometric building envelope characteristics to inform…

计算机视觉与模式识别 · 计算机科学 2024-10-31 Chenghao Xu , Malcolm Mielle , Antoine Laborde , Ali Waseem , Florent Forest , Olga Fink

Three-dimensional reconstruction of buildings, particularly at Level of Detail 1 (LOD1), plays a crucial role in various applications such as urban planning, urban environmental studies, and designing optimized transportation networks. This…

图像与视频处理 · 电气工程与系统科学 2025-05-22 Fatemeh Chajaei , Hossein Bagheri

This paper discusses the reconstruction of LoD2 building models from 2D and 3D data for large-scale urban environments. Traditional methods involve the use of LiDAR point clouds, but due to high costs and long intervals associated with…

计算机视觉与模式识别 · 计算机科学 2023-10-03 Weixiao Gao , Ravi Peters , Jantien Stoter

The rapid development of Large Multimodal Models (LMMs) has led to remarkable progress in 2D visual understanding; however, extending these capabilities to 3D scene understanding remains a significant challenge. Existing approaches…

计算机视觉与模式识别 · 计算机科学 2025-09-05 Hongpei Zheng , Lintao Xiang , Qijun Yang , Qian Lin , Hujun Yin

Dense 3D reconstruction and ego-motion estimation are key challenges in autonomous driving and robotics. Compared to the complex, multi-modal systems deployed today, multi-camera systems provide a simpler, low-cost alternative. However,…

计算机视觉与模式识别 · 计算机科学 2023-08-29 Aron Schmied , Tobias Fischer , Martin Danelljan , Marc Pollefeys , Fisher Yu

Emerging 3D geometric foundation models, such as DUSt3R, offer a promising approach for in-the-wild 3D vision tasks. However, due to the high-dimensional nature of the problem space and scarcity of high-quality 3D data, these pre-trained…

计算机视觉与模式识别 · 计算机科学 2024-12-11 Ziqi Lu , Heng Yang , Danfei Xu , Boyi Li , Boris Ivanovic , Marco Pavone , Yue Wang

Although recent 3D-native generators have made great progress in synthesizing reliable geometry, they still fall short in achieving realistic appearances. A key obstacle lies in the lack of diverse and high-quality real-world 3D assets with…

计算机视觉与模式识别 · 计算机科学 2026-03-09 Xinyue Liang , Zhinyuan Ma , Lingchen Sun , Yanjun Guo , Lei Zhang

Coarse architectural models are often generated at scales ranging from individual buildings to scenes for downstream applications such as Digital Twin City, Metaverse, LODs, etc. Such piece-wise planar models can be abstracted as twins from…

图形学 · 计算机科学 2023-09-21 Weidan Xiong , Hongqian Zhang , Botao Peng , Ziyu Hu , Yongli Wu , Jianwei Guo , Hui Huang

Accurate reconstruction of both the geometric and topological details of a 3D object from a single 2D image embodies a fundamental challenge in computer vision. Existing explicit/implicit solutions to this problem struggle to recover…

计算机视觉与模式识别 · 计算机科学 2023-07-25 Mohammad Samiul Arshad , William J. Beksi

Recent feed-forward geometry foundation models have demonstrated impressive generalization by recovering depth and poses in a single forward pass. However, these models are typically constrained by a global coordinate frame assumption. This…

计算机视觉与模式识别 · 计算机科学 2026-05-27 Congrong Xu , Huachen Gao , Xingyu Chen , Yuliang Xiu , Jun Gao , Anpei Chen
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