Abstract: In order to facilitate generation of teacher data and to detect position coordinates with high reliability, there is provided a localization apparatus including: a deep learning model trained by using training image data in which position coordinates desired to be detected are specified and teacher image data in which a pixel group representing a shape independent of a subject of the training image data is arranged at a position relative to the position coordinates desired to be detected; a position coordinate calculation unit calculating position coordinates by using inference image data output from the deep learning model, and a reliability calculation unit calculating reliability by using global information of the pixel group of the inference image data output from the deep learning model.

Abstract: An automatic transaction system communicates with a Web server and performs automatic transaction according to the operation of a user. In order to decrease the download time with the Web server which is generated for each operation of the user, a screen frame of a browser of an automatic service device is divided into a transaction screen frame and an applet resident frame. And all applets are embedded in a screen content of the Web server, and are downloaded into the applet resident frame of the browser in advance when the device is started up. And in the subsequent Web communication, a method callup script is embedded in the image content, and a method of an applet of the resident frame is called up and the operation of I/O units are controlled.

Abstract: An automatic transaction system communicates with a Web server and performs automatic transaction according to the operation of a user. In order to decrease the download time with the Web server which is generated for each operation of the user, a screen frame of a browser of an automatic service device is divided into a transaction screen frame and an applet resident frame. And all applets are embedded in a screen content of the Web server, and are downloaded into the applet resident frame of the browser in advance when the device is started up. And in the subsequent Web communication, a method callup script is embedded in the image content, and a method of an applet of the resident frame is called up and the operation of I/O units are controlled.