1. A computer-implemented method for processing medical images, the method comprising: providing, by an advanced image processing system, an advanced medical image processing interface, the advanced medical image processing interface including a plurality of input fields that require a user to specify a plurality of image processing parameters for processing medical images; and providing, by an automatic image processing system, an automatic medical image processing interface having a series of a plurality of operation stages, each operation stage automating a plurality of user interactions of specifying at least a portion of the image processing parameters for processing medical images, wherein providing the automatic medical image processing interface comprises in response to an image processing indicator received from a client device of a user, automatically identifying a first medical image based on the image processing indicator, including determining a first image operation and one or more image processing parameters, without user intervention, performing the first image operation on the first medical image based on the one or more image processing parameters, generating a second medical image, transmitting the second medical image to the client device to be presented on a display of the client device, causing the client device to display a message prompting the user whether the user is satisfied with the second medical image, and in response to a user input from the client device indicating that the user is unsatisfied with the second medical image, presenting one or more remedial options to allow the user selecting a remedial action to reprocess the first medical image.