Abstract: The present disclosure provides a method and an apparatus of determining an image background, a device and a medium. The method includes: recognizing a face region in an image, and obtaining a face distance based on the face region; obtaining a face distance parameter of each pixel in the image based on the face distance; processing the face distance parameter and corresponding color parameter of each pixel in the image by applying a pre-trained image region segmentation model to determine an image region type corresponding to each pixel; determining a background region of the image based on the image region type corresponding to each pixel and performing preset background image processing on the background region.

Abstract: The present disclosure provides a method and an apparatus of determining an image background, a device and a medium. The method includes: recognizing a face region in an image, and obtaining a face distance based on the face region; obtaining a face distance parameter of each pixel in the image based on the face distance; processing the face distance parameter and corresponding color parameter of each pixel in the image by applying a pre-trained image region segmentation model to determine an image region type corresponding to each pixel; determining a background region of the image based on the image region type corresponding to each pixel and performing preset background image processing on the background region.

Abstract: Embodiments of the present disclosure provide a method and a device for processing a video, an electronic device and a storage medium. The method includes the followings. A target recognition is performed to A first video segments and B first speech segments to obtain M second video segments and N second speech segments. A speech processing is performed to the N second speech segments to obtain N target speech text files. First representation information is extracted from the M second video segments to obtain Q pieces of first representation information. A second sound matched with the target character is determined according to the Q pieces of first representation information. The second sound is merged with the N target speech text files to obtain N target speech segments.

Abstract: Hotspot analysis systems and methods are provided. The hotspot analysis system includes a database, a filtering module, a clustering module, and an analysis module. The database includes a plurality of records, each including context information having at least time information and position information. The filtering module filters the records according to current context information to obtain a plurality of filtered records. The clustering module clusters the filtered records into at least one hotspot cluster according to the position information of the filtered records, and generates a hotspot area for each hotspot cluster. The analysis module calculates integral hotness for each hotspot cluster according to the number of the filtered records in the hotspot cluster and the size of the hotspot area of the hotspot cluster, and generates at least hotspot area information according to the integral hotness and the hotspot area of each hotspot cluster.

Abstract: Hotspot analysis systems and methods are provided. The hotspot analysis system includes a database, a filtering module, a clustering module, and an analysis module. The database includes a plurality of records, each including context information having at least time information and position information. The filtering module filters the records according to current context information to obtain a plurality of filtered records. The clustering module clusters the filtered records into at least one hotspot cluster according to the position information of the filtered records, and generates a hotspot area for each hotspot cluster. The analysis module calculates integral hotness for each hotspot cluster according to the number of the filtered records in the hotspot cluster and the size of the hotspot area of the hotspot cluster, and generates at least hotspot area information according to the integral hotness and the hotspot area of each hotspot cluster.