We train our neural-network-parameterized wave propagation model using a dataset comprising a large number of pairs of SLM phase patterns and corresponding intensity images captured by a camera focusing at different depths at the output of our prototype holographic display. The SLM phase patterns in ...
NGG retrieves genetic markers in epistatic signals improving machine learning procedures.AAnalysis scheme employed to measure the effect of the 2D GWAS signal to improve phenotypic predictions. The dataset is divided into a train set (50%) and a test set (50%). The train set is used to perf...
Convolution operator-based neural networks have shown great success in medical image segmentation over the past decade. The U-shaped network with a codec structure is one of the most widely used models. Transformer, a technology used in natural language
Structure from motion (SfM)This technique can estimate 3D models from sequences of overlapping 2D images and can automatically recover the camera parameters like focal length, distortion, position and orientation [91,92,93,94]. It has low-cost, high point cloud accuracy, and high color reproduct...
行为识别方法:目前在深度学习领域中对视频移动信息识别的方法主要有光流法、3D卷积、深度循环神经网络和2D卷积+3D卷积的方法。帧采样:若输入视频的所有帧会使得计算和存储消耗非常高,故而要对帧进行采样。常见的采样方法有均匀采样、自适应采样、剪辑采样(剪辑视频最重要的部分)和批量随机丢弃。时间池化:3D卷积的方法通...
The tumor suppressor gene Raf kinase inhibitory protein (RKIP) inhibits downstream genes involved in BCBM (MMP1, OPN, CXCR4) through miRNA let-7. Using an independent dataset of breast cancer patients, researchers found that patients with high expression of downstream RKIP pathway metastasis genes...
3D objects, approximating any given shape as a finite collection of interconnected 2D polygons and vertices. As the number of polygons increases, the accuracy of the approximation improves, however the rendering time of the mesh increases accordingly. While render times are important in any 3D ...
Serial Analysis of Gene Expression (SAGE) is a high-throughput method for inferring mRNA expression levels from the experimentally generated sequence based tags. Standard analyses of SAGE data, however, ignore the fact that the probability of generating
Data used in the preparation of this article were obtained from the MIRIAD database. The MIRIAD investigators did not participate in the analysis or writing of this report. The MIRIAD dataset is made available through the support of the UK Alzheimer’s Society (Grant RF116). The original data...
for automatic food recognition systems. The results demonstrate that EfficientNet-V2 achieves performance close to the best-performing individual model on the MEFood dataset, while also having the lowest resource utilization and the shortest inference times. Clearly, computer-aided detection or diagnostic...