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oapen-20.500.12657-90368
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oapen-20.500.12657-903682024-05-22T02:23:02Z Computational, Label, and Data Efficiency in Deep Learning for Sparse 3D Data Li, Lanxiao Efficiency; 3D Data; Artificial Intelligence; Effizienz; 3D-Daten; Künstliche Intelligenz; Deep Learning thema EDItEUR::T Technology, Engineering, Agriculture, Industrial processes::TH Energy technology and engineering::THR Electrical engineering Deep learning is widely applied to sparse 3D data to perform challenging tasks, e.g., 3D object detection and semantic segmentation. However, the high performance of deep learning comes with high costs, including computational costs and the effort to capture and label data. This work investigates and improves the efficiency of deep learning for sparse 3D data to overcome the obstacles to the further development of this technology. 2024-05-21T07:51:03Z 2024-05-21T07:51:03Z 2024 book https://library.oapen.org/handle/20.500.12657/90368 eng Forschungsberichte aus der Industriellen Informationstechnik application/pdf Attribution-ShareAlike 4.0 International computational-label-and-data-efficiency-in-deep-learning-for-sparse-3d-data.pdf https://doi.org/10.5445/KSP/1000168541 KIT Scientific Publishing 10.5445/KSP/1000168541 10.5445/KSP/1000168541 44e29711-8d53-496b-85cc-3d10c9469be9 33 256 open access
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OAPEN
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DSpace
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| language |
English
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| description |
Deep learning is widely applied to sparse 3D data to perform challenging tasks, e.g., 3D object detection and semantic segmentation. However, the high performance of deep learning comes with high costs, including computational costs and the effort to capture and label data. This work investigates and improves the efficiency of deep learning for sparse 3D data to overcome the obstacles to the further development of this technology.
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| title |
computational-label-and-data-efficiency-in-deep-learning-for-sparse-3d-data.pdf
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| spellingShingle |
computational-label-and-data-efficiency-in-deep-learning-for-sparse-3d-data.pdf
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| title_short |
computational-label-and-data-efficiency-in-deep-learning-for-sparse-3d-data.pdf
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| title_full |
computational-label-and-data-efficiency-in-deep-learning-for-sparse-3d-data.pdf
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| title_fullStr |
computational-label-and-data-efficiency-in-deep-learning-for-sparse-3d-data.pdf
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| title_full_unstemmed |
computational-label-and-data-efficiency-in-deep-learning-for-sparse-3d-data.pdf
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| title_sort |
computational-label-and-data-efficiency-in-deep-learning-for-sparse-3d-data.pdf
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| publisher |
KIT Scientific Publishing
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| publishDate |
2024
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| url |
https://doi.org/10.5445/KSP/1000168541
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| _version_ |
1799945237302345728
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