Abstract: Embodiments of the present disclosure provide a solution for multimodal data processing. A method comprises: obtaining image data and text data; and extracting a target visual feature of image data and a target textual feature of text data using a feature extraction model. The feature extraction model comprises alternatively deployed cross-modal encoding parts and visual encoding parts. The extracting comprises: performing, using a first cross-modal encoding part of the feature extraction model, cross-modal feature encoding on a first intermediate visual feature of the image data and a first intermediate textual feature of the text data, to obtain a second intermediate visual feature and a second intermediate textual feature; performing, using a first visual encoding part of the feature extraction model, visual modal feature encoding on the second intermediate visual feature, to obtain a third intermediate visual feature.

Abstract: A method, apparatus, device, and medium for image processing is provided. The method includes generating, using an image generation process, a first set of synthetic images based on a first set of codes associated with the first image class in a codebook and based on a first class feature associated with a first image class; generating, using a feature extraction process, a first set of reference features based on the first set of synthetic images and generating a first set of target features based on a plurality of sets of training images belonging to the first image class in a training image set; and updating the image generation process and the codebook according to at least a first training objective to reduce a difference between each reference feature in the first set of reference features and a corresponding target feature in the first set of target features.

Abstract: Provided are a mobile phone-based biological testing method and apparatus. The method includes: selecting N kinds of quantum dots of specific wavelengths to label N to-be-tested biomarkers in a sample, where N is 1, 2 or 3; exciting to-be-tested biomarker-quantum dot compounds using excitation light; photographing the above excited compounds for multiple times, so as to obtain a first original image file in a RAW format with a 16-bit depth; photographing unlabeled quantum dots to obtain a second original image file in a RAW format with a 16-bit depth; calculating a matrix of transition coefficients of fluorescence intensities of the quantum dots received by channels in the second original image file; calculating a fluorescence intensity of each of the to-be-tested biomarker-quantum dot compounds in the first original image file; and obtaining a concentration of each of the to-be-tested biomarkers according to the fluorescence intensity, so as to complete biological testing.

Abstract: Disclosed herein is a headset, comprising a headband-like component, one or two external ear pieces, and one or more external speakers. The headband-like component comprises a first end and a second end. Each ear piece of the one or two external ear pieces covers one ear of a user and is connected to one of the first end and second end of the headband-like component. Each external speaker of the one or more external speakers has a predetermined design and each external speaker is mounted on the headband-like component.

Abstract: Disclosed herein is a headset, comprising a headband-like component, one or two external ear pieces, and one or more external speakers. The headband-like component comprises a first end and a second end. Each ear piece of the one or two external ear pieces covers one ear of a user and is connected to one of the first end and second end of the headband-like component. Each external speaker of the one or more external speakers has a predetermined design and each external speaker is mounted on the headband-like component.

Abstract: Disclosed herein is a headset, comprising a headband-like component, one or two external ear pieces, and one or more external speakers. The headband-like component comprises a first end and a second end. Each ear piece of the one or two external ear pieces covers one ear of a user and is connected to one of the first end and second end of the headband-like component. Each external speaker of the one or more external speakers has a predetermined design and each external speaker is mounted on the headband-like component.

Abstract: Disclosed herein is a headset, comprising a headband-like component, one or two external ear pieces, and one or more external speakers. The headband-like component comprises a first end and a second end. Each ear piece of the one or two external ear pieces covers one ear of a user and is connected to one of the first end and second end of the headband-like component. Each external speaker of the one or more external speakers has a predetermined design and each external speaker is mounted on the headband-like component.