The levels are integrated with versatile integration strategies that transfer and implement the decisions at the adjacent levels. The algorithm based on the integration strategies restricts the solution space to eliminate infeasible solutions and uses hard constraints, bounds, shaping methods and penalty ...
Hence we propose an automated approach using fully convolutional networks (FCNs) and multi-scale integration to detect adrenal lesion on low-contrast CT scans. The architecture of FCNs includes deep, coarse, semantic information and shallow, fine, appearance information in a hierarchical manner and ...
树突整合理论(Dendritic integration theory, DIT)源于对大脑皮层中递归处理角色的研究。它关注皮层深层锥体神经元及其树突中非线性过程,这些过程使这些神经元成为皮层-皮层和丘脑-皮层信息流汇聚的支点。目前,该理论基于六个核心观察,主要是在啮齿动物中向皮层外投射(extratelencephalic,ET)第5层(L5)锥体神经元: 1. L5...
Multiscale single-cell and tissue imaging data integration Our high-throughput multiscale tissue MSI and SCMS data enabled integrative analysis to combine their powers for investigating cell-specific biochemical composition in tissues. High-throughput 3D MSI allows brain-wide biochemical characterization (fo...
3B. It can be observed that the multi-scale k-mer integration (i.e., 3-mer + 6-mer) improves the model performance as compared to the single-scale k-mers (i.e., 3-mer, and 6-mer). To be specific, the model using the integration of 3-mer and 6-mer achieved the highest ...
The high classification accuracies are primarily due to: (1) the use of multiple scales in the segmentation process for classification of small to large phenomena at the appropriate scale; (2) integration of textural, contextual, shape, and spectral information in the classification process; and ...
Thus, we propose a Collaborative video object segmentation by Foreground-Background Integration (CFBI) approach. CFBI separates the feature embedding into the foreground object region and its corresponding background region, implicitly promoting them to be more contrastive and improving the segmentation ...
the integration of multi-scale imaging data achieved through this workflow (Supplementary Fig. 1) has allowed us to directly visualize structural events of SARS-CoV-2 replication in the context of the cytopathic consequences in the infected cell. Given prior knowledge of SARS-CoV-2 and other coro...
The integration of novel diagnostics techniques for multi-scale monitoring of large civil infrastructuresTWIP steelselective oxidationdew pointphase transformationThis paper is focused on the jointly use of satellite Quickbird (QB) images and Ground Probing Radar (GPR) for assessing their capability in ...
Integration is achieved by configuring each approach as a general measure of protein distance, then calibrating the two measures using machine learning. The map, known as the multi-scale integrated cell (MuSIC 1.0), resolves 69 subcellular systems, of which approximately half are to our knowledge ...