Besides MSE loss constraining the spatial range of vertices, curvature consistency loss can guarantee the surface smoothness of watermarked meshes. To validate its importance for the visual quality of watermarked meshes, we retrain our models without the curvature consistency loss. As shown in Fig. 8...
pressure distributions; (2) generalizing prior knowledge to learn adjacent skin friction properties even without a low-fidelity equivalent; (3) extrapolation to yet-to-be seen operating conditions. Under conditions of limited high-fidelity samples, testMSEevaluations can be improved by magnitudes of up...
8 presents the performance of PM2.5 level predictions in the form of a confusion matrix, derived from the test set. The data consisted of 91 points (sequences), which were categorized into three levels: 48 points for Level 1, 41 for Level 2, and 2 for Level 3, respectively. The ...
to a point on the Fourier plane, where the achromatic liquid crystal grating is located. The filter helps to block the unwanted light. Then, the achromatic liquid crystal grating modulates the reconstructed light and diffracts it to a larger angle. Because of the design of the achromatic liquid...
1. Application routing based on MSE cloud native gateway Ingress Controller The above figure shows the application scenario of MSE cloud native gateway for traffic management of business applications in multi-cluster mode. The MSE cloud native gateway is deeply integrated with Alibaba Cloud Container ...
Gwilym Jenkins in 1970, ARIMA models are among the most popular linear models. In ARIMA models, the future value of a variable is obtained through a linear function of some past observations of the variable and some random errors. The process that generates the time series has the form of:...
MSE stream (fMP4 over WebSocket) Camera snapshots in MP4 format (single frame), can be sent to Telegram HTTP progressive streaming (MP4 file stream) - bad format for streaming because of high start delay. This format doesn't work in all Safari browsers, but go2rtc will automatically ...
Following the methods used in many other studies, both the data loss term and the physics loss term in the loss function are represented in the form of mean square error (MSE). The loss term is denoted by {\mathcal {L}}, and {\mathcal {L}}_{\text {data}} represents the part re...
The second approach is depicted in Fig.4, and it uses the SMILES strings as input data without converting them into any other form of descriptors. The model architecture consisted of the embedding layer that converts each token into a vector of 128 elements, two GRU layers (128 units), one...
We also form a new testing dataset Xtest′(d)d=1,…,D that consists of the important features. Let p′(d) denote the cardinality of the columns in view d. Since the Z learned in Equation (1) or (3) is estimated using important and unimportant features, when used in downstream ...