Revolutionizing disease diagnosis and management: Open-access magnetic resonance imaging datasets a challenge for artificial intelligence driven liver iron quantification

Figure 1 Illustrates the general benefits of utilizing open-access datasets. A: Initially, we had multiple datasets (three datasets in total); however, using the first dataset alone proved to be insufficient for training a satisfactory model, therefore, we incorporated another dataset into the training data. Following this, we evaluated the model on an external dataset to confirm the efficacy of the model, yielding a good result. The model is then transferred to the deployment stage; B: Clinical testing of the model and if proven to be effective, it is started to be tested on a larger scale, and lastly used in the computer-aided-diagnosis. MRI: Magnetic resonance imaging; AI: Artificial intelligence. This figure was created with BioRender.com.