1. A computer-implemented method for processing medical images, the method comprising: presenting a medical image processing interface that processes the medical images based on a plurality of image processing parameters, wherein the medical image processing interface provides an option to select either an advanced image processing system or an automatic image processing system; in response to receiving a selection of the advanced image processing system, providing, by the 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 manually specify the plurality of image processing parameters; and in response to receiving a selection of the automatic image processing system, providing, by the automatic image processing system, an automatic medical image processing interface having a series of operation stages automating a plurality of user interactions to obtain the plurality of image processing parameters, wherein providing the automatic medical image processing interface comprises in response to an image processing indicator received from a client device, automatically identifying a first medical image based on the image processing indicator and determining, without user intervention, image operations including one or more image processing parameters associated with the operation stages, performing the image operations on the first medical image based on the obtained 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, in response to receiving an indication that the user is unsatisfied with the second medical image, presenting one or more remedial options to reprocess the first medical image, in response to receiving a selection of a first remedial option, determining an operation stage associated with the first remedial option, and invoking the advanced image processing system to allow the user, via the advanced medical image processing interface, to manually modify one or more image processing parameters of the operation stage associated with the first remedial option, in response to receiving a selection of one of the remedial options indicating that the user wishes to examine specific steps concerning how the first medical image was processed, invoking the advanced image processing system to cause the client device to display detailed image processing parameters associated with one or more of the steps involved in processing the first medical image, and to allow the user, via the advanced medical image processing interface, to step through the steps to confirm accuracy in processing the first medical image at each of the one or more of the steps, to specify at least some of the image processing parameters and change results of at least one of the steps for reprocessing the first medical image, wherein changed data associated with the chanced results is propagated through following steps when the first medical image is reprocessed, and reprocessing the first medical image based on the modified image processing parameters obtained by the advanced image processing system.