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Papers Novel LiDAR View Synthesis

“Novel LiDAR View Synthesis” 태그가 달린 논문 4편 · 필터 해제

LiDAR4D: Dynamic Neural Fields for Novel Space-time View LiDAR Synthesis

2024-04-03 · CVPR 2024 1 · Zehan Zheng, Fan Lu, Weiyi Xue, Guang Chen 외

Although neural radiance fields (NeRFs) have achieved triumphs in image novel view synthesis (NVS), LiDAR NVS remains largely unexplored. Previous LiDAR NVS methods employ a simple shift from image NVS methods while igno…

3D Reconstruction4D reconstructionAutonomous DrivingDynamic Reconstruction+3

PC-NeRF: Parent-Child Neural Radiance Fields Using Sparse LiDAR Frames in Autonomous Driving Environments

2024-02-14 · Xiuzhong Hu, Guangming Xiong, Zheng Zang, Peng Jia 외

Large-scale 3D scene reconstruction and novel view synthesis are vital for autonomous vehicles, especially utilizing temporally sparse LiDAR frames. However, conventional explicit representations remain a significant bot…

3D Reconstruction3D Scene ReconstructionAutonomous DrivingAutonomous Vehicles+3

Neural LiDAR Fields for Novel View Synthesis

2023-05-02 · ICCV 2023 1 · Shengyu Huang, Zan Gojcic, Zian Wang, Francis Williams 외

We present Neural Fields for LiDAR (NFL), a method to optimise a neural field scene representation from LiDAR measurements, with the goal of synthesizing realistic LiDAR scans from novel viewpoints. NFL combines the rend…

NeRFNovel LiDAR View SynthesisNovel View SynthesisSemantic Segmentation

LiDAR-NeRF: Novel LiDAR View Synthesis via Neural Radiance Fields

2023-04-20 · Tang Tao, Longfei Gao, Guangrun Wang, Yixing Lao 외

We introduce a new task, novel view synthesis for LiDAR sensors. While traditional model-based LiDAR simulators with style-transfer neural networks can be applied to render novel views, they fall short of producing accur…

3D ReconstructionNeRFNovel LiDAR View SynthesisNovel View Synthesis+1
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