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Although end-to-end networks based on 4D cost volumes achieve good matching results, the computational complexity of the 3D convolutional structure itself results in high costs in terms of both storage resources and computation time. In 2019, Wang et al. [102] introduced a three-stage disparity...
A few small pieces of cultivated land have become waterbodies, mainly because the water storage capacity of the reservoir has increased, and the original cultivated land has been adjusted for the reservoir. Figure A9 shows the large-scale details in block 1-2 of the study area. It can be ...
This was conducted in a cluster with 2 Intel Xeon 4210R CPUs, 8 2080Ti GPUs with 11 GB of VRAM each, 128 GB of RAM memory, and 2 TB of disk storage. It took 11 h to complete a training of 40,000 iterations. With the help of transfer learning, the convergence of training was ...
Nonetheless, the presented research is an important step toward the automatic generation and storage of historical city models and camera parameters in urban cultural heritage scenarios. Author Contributions Conceptualization, F.M., J.B., D.S., M.W. and F.N.; methodology, F.M. and J.B.;...
The number of parameters in the model reflects the storage space occupied by the model when it is saved. It can be observed that SCSTIN-2 possesses the least number of parameters, which will take up the least storage space when placed in the context of the computing platform. For example,...
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The experiments were carried out using Pytorch [79] and MMsegmentation frameworks [80]. The deep learning models were trained on a Linux cluster with an Intel Xeon processor, eight NVIDIA Tesla K80 graphics processing units, 512 GB of RAM, and 100 TB of storage. The encoder of all of the...
This micro-architecture oversubscribed floating point units on a 2 to 1 ratio. Although this architecture is old, it provides a suitable test environment for oversubscribed architectures. Still, challenges include oversubscribing computing resources and limited access to storage servers, as Copper has ...