Abstract: A somatotype identification method, an acquisition method of health assessment, an apparatus, and a device provided by the present disclosure relates to the technical field of computer. The somatotype identification method includes: acquiring a body image of a user; performing a feature extraction on the body image, to obtain a predicted somatotype feature of the user; and screening a target somatotype category of the user from various somatotype categories according to the predicted somatotype feature.

Abstract: Methods, systems, and computer-readable media for causal training of physics-informed neural networks (PINNs). The shortcoming of conventional PINNs may be due to the inability of existing PINNs formulations to respect the spatio-temporal causal structure that is inherent to the evolution of physical systems. This is a fundamental limitation and a key source of error that ultimately steers FINN models to converge towards erroneous solutions. Methods can include a re-formulation of PINNs loss functions that can explicitly account for physical causality during model training. This modification alone is enough to introduce significant accuracy improvements, allowing us to tackle problems that have remained elusive to PINNs.

Abstract: The present disclosure provides a method and an apparatus for identifying a body constitution, an electronic device, a storage medium and a program, which relates to the technical field of computers. The method includes: acquiring an infrared human-body image of a target user; inputting the infrared human-body image into an infrared critical-point identifying model, to obtain a Traditional-Chinese-Medicine human-body critical point in the infrared human-body image; according to a temperature-distribution profile in the infrared human-body image, determining a temperature type of the Traditional-Chinese-Medicine human-body critical point in the infrared human-body image; and according to the temperature type, identifying a Traditional-Chinese-Medicine body constitution of the target user.

Abstract: A calculation method of food volume, a calculation method of food calories, an electronic apparatus, an electronic device and a computer-readable storage medium are provided. The calculation method of food volume includes: acquiring actual size information of a stereo reference object; acquiring a reference image corresponding to the stereo reference object and a food image corresponding to food to be estimated; and acquiring volume information of the food to be estimated, according to the actual size information of the stereo reference object, reference region size information acquired based on the reference image, and food region size information acquired based on the food image. The calculation method of food volume reduces the complexity of operation and enhances the flexibility of application.

Abstract: The present disclosure provides a method and an apparatus for predicting a relevance degree, and a method and an apparatus for training a machine learning model. The method for predicting a relevance degree includes constructing a heterogeneous matrix; processing the feature vector of the each medication and the feature vector of the each disease by using a first machine learning model to obtain a first predicted value of the relevance degree between the each medication and the each disease; processing the heterogeneous matrix by using a second machine learning model to obtain a relevance degree matrix; and obtaining a predicted result of the relevance degree between the each medication and the each disease according to the first predicted value of the relevance degree and the second predicted value of the relevance degree between the each medication and the each disease.

Abstract: A brimless cylindrical battery structure, comprising a combination cover with a pressure relief structure, a bottom cover, a roll core with single or multiple tabs at both ends, and a shell used as a roll core storage container, a combination cover, and a welding carrier for the bottom cover; the roll core is put into the shell; the positive tab of the roll core is connected to the combination cover, and the negative tab of the roll core is connected to the bottom cover; the combination cover forms the positive pole accordingly, and the bottom cover forms the negative pole accordingly; the combination cover and the bottom cover are sealed and installed on both sides of the shell. The invention has high consistency in appearance and size, higher safety performance and higher capacity battery to increase customer experience.

Abstract: A linewidth measurement method and apparatus, a computing and processing device, a computer program and a computer readable medium are provided for measuring a width of a line.

Abstract: An RNA-protein interaction prediction method and device, a medium and an electronic device are provided. The method includes: obtaining an RNA-protein pair to be predicted; performing feature extraction on the RNA-protein pair to obtain sequence features of the RNA-protein pair; vectorizing the RNA-protein pair to obtain an RNA sequence representation vector and a protein sequence representation vector in the RNA-protein pair; based on the sequence features of the RNA-protein pair, the RNA sequence representation vector and the protein sequence representation vector in the RNA-protein pair, obtaining at least one predicted interaction value of the RNA-protein pair using at least one interaction prediction model; and determining interaction between the RNA and the protein according to the at least one predicted interaction value.

Abstract: The present disclosure provides a method and an apparatus for identifying a body constitution, an electronic device, a storage medium and a program, which relates to the technical field of computers. The method includes: acquiring an infrared human-body image of a target user; inputting the infrared human-body image into an infrared critical-point identifying model, to obtain a Traditional-Chinese-Medicine human-body critical point in the infrared human-body image; according to a temperature-distribution profile in the infrared human-body image, determining a temperature type of the Traditional-Chinese-Medicine human-body critical point in the infrared human-body image; and according to the temperature type, identifying a Traditional-Chinese-Medicine body constitution of the target user.

Abstract: A somatotype identification method, an acquisition method of health assessment, an apparatus, and a device provided by the present disclosure relates to the technical field of computer. The somatotype identification method includes: acquiring a body image of a user; performing a feature extraction on the body image, to obtain a predicted somatotype feature of the user; and screening a target somatotype category of the user from various somatotype categories according to the predicted somatotype feature.

Abstract: A calculation method of food volume, a calculation method of food calories, an electronic apparatus, an electronic device and a computer-readable storage medium are provided. The calculation method of food volume includes: acquiring actual size information of a stereo reference object; acquiring a reference image corresponding to the stereo reference object and a food image corresponding to food to be estimated; and acquiring volume information of the food to be estimated, according to the actual size information of the stereo reference object, reference region size information acquired based on the reference image, and food region size information acquired based on the food image. The calculation method of food volume reduces the complexity of operation and enhances the flexibility of application.