1. A method for producing images and autonomous validations using a medical imaging apparatus, the method comprising: a. scanning an object in accordance with a prescribed scanning pattern to acquire a set of base data samples, said scanning being conducted using a medical imaging apparatus selected from the group comprising an MRI scanner, a CT scanner and a PET scanner, b. performing perturbation in accordance with a systematic perturbation scheme at least one time to said set of base data samples and obtaining at least one set of perturbed data samples, c. operating individually on said at least one set of perturbed data samples with a predetermined reconstruction and obtaining at least one perturbed result, d. deriving an outcome based on said set of base data samples and said at least one perturbed result, said outcome comprising at least one image and a fidelity assessment, whereby said medical imaging apparatus accomplishes both imaging and validation with said outcome.