Artificialintelligence could reduce barriers to tuberculosis care universityofga
Figure 2. Illustration of the building block of ResNet, 3D ResNet, and 3D ResNext. BN: batch normalization; conv: convolution; F: number of feature channels; ReLu: rectified linear unit .
Apart from 3D ResNet and 3D ResNext, we also used Inception-v4 and Inflated 3D as our feature extractors. As a 2D CNN model, Inception-v4 is the fourth version of the Inception architecture network family. Compared to previous versions of the Inception family, Inception-v4 not only has a more uniformly simplified architecture and more inception modules but also absorbs the idea of residual connections from ResNet to form the new Inception block called residual inception blocks.
To better illustrate the effectiveness of deep learning models for medication adherence recognition, we used a traditional visual feature descriptor, histogram of oriented gradient [], as the replacement of the features extracted by DCNNs. HOG is a traditional descriptor that can generate handcrafted features directly from the images. The handcrafted feature was fed into the SVM for classification. In our pilot study, the SVM with HOG features was used as a baseline.
Table 3. Performance of the proposed deep learning framework under different convolution neural networks and histogram of oriented gradient .
United States Latest News, United States Headlines
Similar News:You can also read news stories similar to this one that we have collected from other news sources.
Towards artificial intelligence-based learning health system for population-level mortality prediction using electrocardiograms - npj Digital Medicinenpj Digital Medicine - Towards artificial intelligence-based learning health system for population-level mortality prediction using electrocardiograms
Read more »
How an Artificial Island in Denmark Became One of Europe's Most Controversial Climate ProjectsActivists say Copenhagen's new artificial island-city of Lynetteholm could kill marine life across the Baltic Sea.
Read more »
Charles Spencer's children as daughter Lady Amelia marries in South AfricaAs Earl Charles Spencer celebrates the wedding of Princess Diana's niece Lady Amelia, we take a closer look at the Earl's children and their lives away from the limelight
Read more »
Europe Looks At Africa As Main Partner For Green Hydrogen Economy | OilPrice.comSub-Saharan Africa is a key player in the growth of green hydrogen. With a 114 GW electrolyzer capacity, the region's strategic location offers great potential. The EU's Green Industrial Plan aims to boost renewable energy and hydrogen projects in Africa.
Read more »