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Patent Pending Procedure and equipment for detecting the position and speed of a railway vehicle comprising: high-resolution video cameras (1) and high capture rate incorporated in the train (2), to capture the image of the track (6) and elements liabilities (5) of the same; optical processors (3a, 3b, 3c), connected to the camera or cameras (1), based on artificial intelligence technologies and deep neural networks to determine the speed and position of the train (2), preferably: a signal detector (3a), a character reader (3b) and an optical flow meter (3c); a screen (4), which shows a representation of the processed information: a communication module for sending data to the screen (4) and/or to other remote devices of railway traffic control centers. (Machine-translation by Google Translate, not legally binding)